Single Image Deraining#Rain100H#PSNR
Question Answering#YahooCQA#P@1
Atari Games#Atari 2600 Private Eye#Score
Speech Recognition#MediaSpeech#WER for Turkish
3D Point Cloud Classification#ModelNet40#Mean Accuracy
Image Clustering#STL-10#Train Split
Time Series Classification#WalkvsRun#NLL
language_modeling#Text8#Number of params
Cross-Lingual Document Classification#MLDoc Zero-Shot English-to-Chinese#Accuracy
Weakly-supervised 3D Human Pose Estimation#Human3.6M#3D Annotations
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#Jaccard (Decay)
Image-to-Image Translation#Cityscapes Labels-to-Photo#FID
Neural Architecture Search#ImageNet#Accuracy
Human Pose Forecasting#Human3.6M#MAR, walking, 400ms
Face Detection#WIDER Face (Medium)#AP
Incremental Learning#CIFAR-100 - 50 classes + 10 steps of 5 classes#Average Incremental Accuracy
Heterogeneous Node Classification#DBLP (PACT) 14k#Macro-F1 (60% training data)
Text Simplification#PWKP / WikiSmall#SARI
Network Pruning#ImageNet#Accuracy
Line Segment Detection#York Urban Dataset#sAP10
Visual Dialog#VisDial v0.9 val#R@10
Link Prediction#WN18RR#MR
Stereo-LiDAR Fusion#KITTI Depth Completion Validation#RMSE
Question Answering#WikiHop#Test
Colorectal Gland Segmentation:#CRAG#Dice
Image Super-Resolution#Set14 - 4x upscaling#MOS
Semantic Segmentation#NYU Depth v2#Mean IoU
Fine-Grained Image Classification#DF20 - Mini#F1 - macro
Node Classification#Squirrel#Accuracy
Recommendation Systems#Netflix#Recall@50
6D Pose Estimation using RGB#LineMOD#Mean ADD
Unsupervised Machine Translation#WMT2016 German-English#BLEU
Video Retrieval#LSMDC#text-to-video R@5
Video Retrieval#LSMDC#text-to-video R@1
Semantic Segmentation#S3DIS#oAcc
Recommendation Systems#Netflix#Recall@20
Image Classification#ImageNet ReaL#Params
Natural Language Inference#SNLI#Parameters
Lesion Segmentation#Anatomical Tracings of Lesions After Stroke (ATLAS)#Precision
language_modeling#WikiText-2#Validation perplexity
Lipreading#LRS2#Word Error Rate (WER)
JPEG Artifact Correction#Live1 (Quality 10 Grayscale)#PSNR
Word Sense Disambiguation#WiC-TSV#Task 3 Accuracy: general purpose
Few-Shot Image Classification#Mini-ImageNet - 1-Shot Learning#Accuracy
Image Super-Resolution#Set14 - 3x upscaling#SSIM
Link Prediction#MovieLens 25M#Hits@10
Supervised Video Summarization#SumMe#F1-score (Canonical)
Fine-Grained Image Classification#Oxford 102 Flowers#Accuracy
Panoptic Segmentation#COCO panoptic#PQ
summarization#CNN / Daily Mail (Anonymized version)#METEOR
Link Prediction#Citeseer#AUC
Action Recognition#EPIC-KITCHENS-100#Action@1
Face Detection#Annotated Faces in the Wild#AP
Multimodal Machine Translation#Multi30K#Meteor (EN-DE)
Image-to-Image Translation#Cityscapes Labels-to-Photo#mIoU
Image Retrieval#Flickr30K 1K test#R@5
Image Retrieval#Flickr30K 1K test#R@1
Semi-Supervised Video Object Segmentation#DAVIS 2016#F-measure (Mean)
Pedestrian Detection#CityPersons#Heavy MR^-2
Data-to-Text Generation#E2E NLG Challenge#METEOR
Atari Games#Atari 2600 Skiing#Score
Deblurring#RealBlur-R (trained on GoPro)#PSNR (sRGB)
Semantic Retrieval#Contract Discovery#Soft-F1
Action Recognition#NTU RGB+D 120#Accuracy (Cross-Subject)
Language Modelling#WikiText-103#Number of params
Action Segmentation#50 Salads#F1@25%
Paraphrase Identification#Quora Question Pairs#Accuracy
Semi-Supervised Semantic Segmentation#Cityscapes 100 samples labeled#Validation mIoU
Image Generation#CelebA 64x64#FID
Time Series Classification#Libras#Accuracy
Weakly-supervised 3D Human Pose Estimation#Human3.6M#Number of Frames Per View
Robotic Grasping#Cornell Grasp Dataset#5 fold cross validation
Referring Expression Segmentation#RefCOCO testB#IoU
JPEG Artifact Correction#LIVE1 (Quality 20 Grayscale)#PSNR-B
Visual Navigation#Cooperative Vision-and-Dialogue Navigation#spl
Skeleton Based Action Recognition#Kinetics-Skeleton dataset#Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#F-measure (Mean)
3D Human Pose Estimation#3DPW#MPVPE
Action Recognition#Something-Something V1#Top 5 Accuracy
language_modeling#Text8#Bit per Character (BPC)
Image Generation#LSUN Bedroom 256 x 256#FID
Deblurring#RealBlur-J (trained on GoPro)#SSIM (sRGB)
Skeleton Based Action Recognition#NTU RGB+D#Accuracy (CS)
relation_prediction#FB15K-237#H@1
Video Captioning#YouCook2#METEOR
Semantic Textual Similarity#STS Benchmark#Pearson Correlation
Speech Recognition#LibriSpeech test-clean#Word Error Rate (WER)
Video Retrieval#MSR-VTT#text-to-video R@10
Knowledge Graph Completion#FB15k-237#Hits@10
Graph Regression#ZINC 100k#MAE
Open-Domain Question Answering#SearchQA#Unigram Acc
Chinese Named Entity Recognition#OntoNotes 4#F1
Scene Text Detection#Total-Text#F-Measure
Atari Games#Atari 2600 James Bond#Score
Time Series Classification#CMUsubject16#NLL
Skeleton Based Action Recognition#Varying-view RGB-D Action-Skeleton#Accuracy (CV I)
Text-to-Image Generation#Multi-Modal-CelebA-HQ#LPIPS
Graph Classification#IMDb-M#Accuracy
Skeleton Based Action Recognition#NTU RGB+D#Accuracy (CV)
Neural Architecture Search#CIFAR-10 Image Classification#Params
Nested Mention Recognition#ACE 2004#F1
JPEG Artifact Correction#LIVE1 (Quality 20 Color)#SSIM
Entity Linking#WiC-TSV#Task 1 Accuracy: all
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#F-measure (Recall)
Few-Shot Image Classification#CIFAR-FS 5-way (1-shot)#Accuracy
Deblurring#RealBlur-R (trained on GoPro)#SSIM (sRGB)
Action Recognition#Something-Something V2#GFLOPs
Unsupervised Video Object Segmentation#DAVIS 2016#Jaccard (Recall)
Conversational Response Selection#Ubuntu Dialogue (v1, Ranking)#R2@1
Music Source Separation#MUSDB18#SDR (bass)
Language Modelling#Penn Treebank (Word Level)#Params
Object Detection#PASCAL VOC 2007#MAP
Common Sense Reasoning#CommonsenseQA#Accuracy
JPEG Artifact Correction#ICB (Quality 20 Color)#SSIM
Person Re-Identification#CUHK03 detected#Rank-1
Image Generation#ImageNet 128x128#FID
Image Retrieval with Multi-Modal Query#Fashion200k#Recall@1
Dependency Parsing#Penn Treebank#LAS
Time Series Classification#AUSLAN#NLL
Language Modelling#Hutter Prize#Number of params
Hand Pose Estimation#NYU Hands#Average 3D Error
Conversational Response Selection#Ubuntu Dialogue (v1, Ranking)#R10@5
dependency_parsing#Penn Treebank#UAS
Visual Dialog#VisDial v0.9 val#Mean Rank
Conversational Response Selection#Ubuntu Dialogue (v1, Ranking)#R10@1
Conversational Response Selection#Ubuntu Dialogue (v1, Ranking)#R10@2
Semi-Supervised Video Object Segmentation#DAVIS 2016#F-measure (Decay)
Person Re-Identification#CUHK03#MAP
Retinal Vessel Segmentation#CHASE_DB1#F1 score
Grayscale Image Denoising#Urban100 sigma25#PSNR
Image-to-Image Translation#Cityscapes Labels-to-Photo#Class IOU
Action Recognition#Something-Something V2#Parameters
Question Answering#Natural Questions (short)#F1
Multivariate Time Series Forecasting#MIMIC-III#NegLL
Brain Tumor Segmentation#BRATS-2015#Dice Score
Paraphrase Identification#Quora Question Pairs#F1
Image Super-Resolution#BSD100 - 3x upscaling#PSNR
RGB-D Salient Object Detection#STERE#max E-Measure
language_modeling#Penn Treebank#Validation perplexity
Click-Through Rate Prediction#Criteo#Log Loss
Action Recognition#ActivityNet#mAP
Domain Generalization#ImageNet-R#Top-1 Error Rate
Domain Adaptation#USPS-to-MNIST#Accuracy
Atari Games#Atari 2600 Crazy Climber#Score
Heterogeneous Node Classification#DBLP (PACT) 14k#Macro-F1 (80% training data)
Open-Domain Question Answering#Quasar#EM (Quasar-T)
Question Answering#bAbi#Mean Error Rate
Keypoint Detection#COCO test-challenge#AR
Continuous Control#PyBullet Ant#Return
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#J&F
Keypoint Detection#COCO test-challenge#AP
Text Classification#TREC-6#Error
Text Classification#Yelp-5#Accuracy
Atari Games#Atari 2600 Ms. Pacman#Score
Text Classification#AG News#Error
Named Entity Recognition#SciERC#F1
Image Classification#Kuzushiji-MNIST#Accuracy
Action Recognition#HACS#Top 5 Accuracy
Few-Shot Image Classification#Stanford Cars 5-way (5-shot)#Accuracy
Time Series Classification#CharacterTrajectories#Accuracy
Coreference Resolution#CoNLL 2012#Avg F1
JPEG Artifact Correction#Classic5 (Quality 10 Grayscale)#PSNR
Sentiment Analysis#Multi-Domain Sentiment Dataset#DVD
Text based Person Retrieval#CUHK-PEDES#R@1
Multi-Person Pose Estimation#COCO#Validation AP
Text based Person Retrieval#CUHK-PEDES#R@5
Language Modelling#WikiText-103#Validation perplexity
Image-to-Image Translation#ADE20K Labels-to-Photos#Accuracy
Recommendation Systems#Million Song Dataset#nDCG@100
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#F-measure (Recall)
Instance Segmentation#COCO test-dev#mask AP
Extractive Text Summarization#CNN / Daily Mail#ROUGE-1
Action Classification#Kinetics-600#Top-5 Accuracy
Text-to-Image Generation#Multi-Modal-CelebA-HQ#Real
Action Segmentation#GTEA#Acc
Self-Supervised Action Recognition#UCF101#3-fold Accuracy
Extractive Text Summarization#CNN / Daily Mail#ROUGE-2
3D Object Detection#KITTI Cyclists Easy#AP
Image Generation#STL-10#Inception score
Extractive Text Summarization#CNN / Daily Mail#ROUGE-L
Visual Dialog#VisDial v0.9 val#R@5
Visual Dialog#VisDial v0.9 val#R@1
JPEG Artifact Correction#LIVE1 (Quality 20 Grayscale)#SSIM
Text Summarization#DUC 2004 Task 1#ROUGE-1
Text Summarization#DUC 2004 Task 1#ROUGE-2
Grayscale Image Denoising#Urban100 sigma15#PSNR
Dense Pixel Correspondence Estimation#HPatches#Viewpoint III AEPE
3D Part Segmentation#ShapeNet-Part#Class Average IoU
Text Summarization#DUC 2004 Task 1#ROUGE-L
Gesture-to-Gesture Translation#NTU Hand Digit#AMT
RGB-D Salient Object Detection#SIP#Average MAE
Nested Named Entity Recognition#ACE 2005#F1
Grayscale Image Denoising#BSD68 sigma25#PSNR
Question Answering#FQuAD#F1
Question Answering#FQuAD#EM
Atari Games#Atari 2600 Pong#Score
Skeleton Based Action Recognition#Varying-view RGB-D Action-Skeleton#Accuracy (AV II)
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#MS-SSIM
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#Jaccard (Mean)
Photo geolocation estimation#Im2GPS#Region level (200 km)
Skeleton Based Action Recognition#Varying-view RGB-D Action-Skeleton#Accuracy (CS)
Single Image Deraining#Test1200#SSIM
Chinese Named Entity Recognition#MSRA#F1
Text-to-Image Generation#Multi-Modal-CelebA-HQ#FID
Neural Architecture Search#NAS-Bench-201, ImageNet-16-120#Accuracy (val)
Depth Completion#KITTI Depth Completion#MAE
Few-Shot Image Classification#Mini-Imagenet 20-way (5-shot)#Accuracy
Person Re-Identification#Market-1501#MAP
Recommendation Systems#MovieLens 10M#RMSE
Action Classification#Kinetics-400#Vid acc@1
Semantic Segmentation#S3DIS Area5#mIoU
Action Classification#Kinetics-400#Vid acc@5
Image Super-Resolution#Set14 - 8x upscaling#SSIM
Anomaly Detection#One-class CIFAR-10#AUROC
Image Retrieval#CUB-200-2011#R@1
Node Classification#Cora#Validation
Time Series Classification#DigitShapes#NLL
Image Generation#CelebA-HQ 128x128#FID
Atari Games#Atari 2600 Breakout#Score
Action Segmentation#50 Salads#Acc
Self-Supervised Action Recognition#HMDB51 (finetuned)#Top-1 Accuracy
Emotion Recognition in Conversation#EmoryNLP#Weighted Macro-F1
Language Modelling#enwik8#Number of params
Node Classification#Brazil Air-Traffic#Accuracy
Music Source Separation#MUSDB18#SDR (other)
Unsupervised Video Object Segmentation#DAVIS 2016#F-measure (Recall)
Person Search#PRW#mAP
Sentiment Analysis#Amazon Review Polarity#Accuracy
Deblurring#GoPro#PSNR
Named Entity Recognition#JNLPBA#F1
Object Detection#CrowdHuman (full body)#mMR
Question Answering#CoQA#In-domain
Action Segmentation#50 Salads#F1@50%
Panoptic Segmentation#Cityscapes val#AP
Image-to-Image Translation#SYNTHIA-to-Cityscapes#mIoU (13 classes)
Keypoint Detection#COCO#Test AP
Photo geolocation estimation#Im2GPS#City level (25 km)
Fine-Grained Image Classification#Stanford Cars#Accuracy
Trajectory Prediction#ETH/UCY#ADE-8/12
question_answering#SearchQA#N-gram F1
Single Image Deraining#Test2800#SSIM
Breast Tumour Classification#PCam#AUC
Real-Time Semantic Segmentation#Cityscapes test#Frame (fps)
Person Re-Identification#MSMT17#Rank-1
JPEG Artifact Correction#ICB (Quality 10 Color)#PSNR
Unsupervised MNIST#MNIST#Accuracy
Vision and Language Navigation#VLN Challenge#success
3D Object Detection#KITTI Cars Moderate#AP
Sentiment Analysis#TweetEval#Emoji
Object Detection#iSAID#Average Precision
language_modeling#WikiText-2#Test perplexity
Image Super-Resolution#Urban100 - 3x upscaling#PSNR
Panoptic Segmentation#COCO test-dev#PQ
3D Instance Segmentation#S3DIS#mPrec
Atari Games#Atari-57#Medium Human-Normalized Score
Image Classification#Tiered ImageNet 5-way (5-shot)#Accuracy
Multi-Person Pose Estimation#MPII Multi-Person#AP
Atari Games#Atari 2600 Asteroids#Score
Instance Segmentation#COCO test-dev#AP75
Action Classification#AViD#Accuracy
Face Alignment#WFLW#ME (%, all)
Monocular 3D Human Pose Estimation#Human3.6M#Need Ground Truth 2D Pose
Denoising#Darmstadt Noise Dataset#PSNR
Atari Games#Atari 2600 Assault#Score
Atari Games#Atari 2600 Time Pilot#Score
Hand Pose Estimation#ICVL Hands#Average 3D Error
Atari Games#Atari 2600 Robotank#Score
Pose Estimation#COCO test-dev#APL
Pose Estimation#COCO test-dev#APM
Temporal Action Localization#ActivityNet-1.3#mAP IOU@0.95
Node Classification#Reddit#Accuracy
Face Verification#IJB-A#TAR @ FAR=0.01
Pose Transfer#Deep-Fashion#IS
Atari Games#Atari 2600 Gopher#Score
Natural Language Inference#WNLI#Accuracy
Visual Question Answering#GQA Test2019#Binary
Hand Pose Estimation#MSRA Hands#Average 3D Error
Heterogeneous Node Classification#DBLP (PACT) 14k#Micro-F1 (80% training data)
Image Matting#Composition-1K#MSE
named_entity_recognition#CoNLL 2003 (English)#F1
Node Classification#Europe Air-Traffic#Accuracy
Temporal Action Localization#ActivityNet-1.3#mAP IOU@0.75
Atari Games#Atari 2600 Montezuma's Revenge#Score
Unsupervised Video Object Segmentation#DAVIS 2016#F-measure (Decay)
Real-Time Semantic Segmentation#CamVid#mIoU
Semantic Segmentation#CamVid#Mean IoU
Instance Segmentation#COCO test-dev#AP50
Question Answering#OpenBookQA#Accuracy
Speech Recognition#LibriSpeech test-other#Word Error Rate (WER)
Link Prediction#WN18RR#Hits@3
Panoptic Segmentation#Cityscapes val#PQ
Link Prediction#WN18RR#Hits@1
Click-Through Rate Prediction#Company*#Log Loss
Video Retrieval#MSR-VTT#text-to-video Median Rank
Nested Named Entity Recognition#ACE 2004#F1
Color Image Denoising#Darmstadt Noise Dataset#PSNR (sRGB)
Deblurring#HIDE (trained on GOPRO)#PSNR (sRGB)
Image Generation#FFHQ#FID
Video Captioning#YouCook2#CIDEr
Session-Based Recommendations#Diginetica#MRR@20
Optical Flow Estimation#Sintel-final#Average End-Point Error
Skeleton Based Action Recognition#J-HMDB#Accuracy (RGB+pose)
Action Classification#Kinetics-400#Clip acc@5
Action Classification#Kinetics-400#Clip acc@1
RGB-D Salient Object Detection#NLPR#max E-Measure
3D Object Detection#KITTI Cyclists Hard#AP
Multi-Frame Super-Resolution#PROBA-V#Normalized cPSNR
Recommendation Systems#Flixster Monti#RMSE
Semi-Supervised Video Object Segmentation#DAVIS 2016#Jaccard (Mean)
Image-to-Image Translation#COCO-Stuff Labels-to-Photos#Accuracy
Visual Question Answering#CLEVR#Accuracy
Egocentric Activity Recognition#EPIC-KITCHENS-55#Actions Top-1 (S2)
Self-Supervised Image Classification#ImageNet#Top 1 Accuracy
Click-Through Rate Prediction#Avazu#AUC
Few-Shot Image Classification#Meta-Dataset Rank#Mean Rank
Natural Language Inference#RTE#Accuracy
Time Series Classification#ECG#NLL
Image Relighting#VIDIT’20 validation set#Runtime(s)
Domain Adaptation#Office-Home#Accuracy
Click-Through Rate Prediction#Bing News#AUC
Domain Generalization#PACS#Average Accuracy
Image Super-Resolution#Set5 - 3x upscaling#PSNR
Multivariate Time Series Imputation#MuJoCo#MSE (10^2, 50% missing)
Color Image Denoising#Darmstadt Noise Dataset#SSIM (sRGB)
Scene Text Detection#ICDAR 2017 MLT#F-Measure
Image Clustering#STL-10#Accuracy
Few-Shot Image Classification#Tiered ImageNet 5-way (5-shot)#Accuracy
Emotion Recognition in Conversation#EC#Micro-F1
Video Alignment#UPenn Action#Kendall's Tau
Weakly Supervised Action Localization#ActivityNet-1.2#mAP@0.5
Keypoint Detection#MPII Multi-Person#mAP@0.5
Video Captioning#YouCook2#ROUGE-L
Link Prediction#WordNet#Accuracy
Image Classification#CIFAR-10#Percentage correct
Single Image Deraining#Test100#SSIM
Lesion Segmentation#Anatomical Tracings of Lesions After Stroke (ATLAS)#IoU
Reading Comprehension#RACE#Accuracy (High)
Object Detection#CrowdHuman (full body)#AP
Text-to-Image Generation#COCO#FID
Image Super-Resolution#FFHQ 1024 x 1024 - 4x upscaling#PSNR
Anomaly Detection#MVTec AD#Detection AUROC
Node Classification#Pubmed Full-supervised#Accuracy
Referring Expression Segmentation#RefCoCo val#IoU
Birds Eye View Object Detection#KITTI Cyclists Moderate#AP
Hand Pose Estimation#HANDS 2017#Average 3D Error
Grammatical Error Detection#CoNLL-2014 A2#F0.5
Image Super-Resolution#Set14 - 4x upscaling#SSIM
Continuous Control#PyBullet Hopper#Return
Aspect-Based Sentiment Analysis#SemEval 2014 Task 4 Subtask 1+2#F1
constituency_parsing#Penn Treebank#F1
Image Relighting#VIDIT’20 validation set#SSIM
Object Counting#CARPK#MAE
Atari Games#Atari 2600 Beam Rider#Score
Metric Learning#CUB-200-2011#R@1
Image Generation#LSUN Bedroom 256 x 256#FID-10k-training-steps
language_modeling#Hutter Prize#Bit per Character (BPC)
Fact-based Text Editing#WebEdit#Exact Match
Few-Shot Image Classification#CUB 200 5-way 5-shot#Accuracy
Video Retrieval#MSVD#text-to-video Median Rank
Visual Navigation#Cooperative Vision-and-Dialogue Navigation#dist_to_end_reduction
Domain Adaptation#ImageCLEF-DA#Accuracy
Fine-Grained Image Classification#DF20 - Mini#Top-1
Fine-Grained Image Classification#DF20 - Mini#Top-3
Part-Of-Speech Tagging#Penn Treebank#Accuracy
Action Spotting#SoccerNet#Average-mAP
Semi-Supervised Video Object Segmentation#YouTube-VOS#Jaccard (Unseen)
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#J&F
Face Detection#PASCAL Face#AP
Atari Games#Atari 2600 Pitfall!#Score
Image Super-Resolution#Set5 - 4x upscaling#MOS
Human Pose Forecasting#Human3.6M#MAR, walking, 1,000ms
Image Clustering#Extended Yale-B#NMI
Person Re-Identification#DukeMTMC-reID#Rank-10
Click-Through Rate Prediction#Company*#AUC
Link Prediction#YAGO3-10#MRR
Image-to-Image Translation#ADE20K Labels-to-Photos#mIoU
Text Simplification#ASSET#SARI (EASSE>=0.2.1)
word_segmentation#PKU#F1
Dense Pixel Correspondence Estimation#HPatches#Viewpoint IV AEPE
Human-Object Interaction Detection#HICO-DET#mAP
Constituency Grammar Induction#PTB#Mean F1 (WSJ)
Spoken language identification#LRE07#Average
word_sense_disambiguation#Senseval 2#F1
Node Classification#Cora Full-supervised#Accuracy
RGB Salient Object Detection#DUTS-TE#F-measure
Video Captioning#YouCook2#BLEU-4
Atari Games#Atari 2600 Zaxxon#Score
Image Classification#CINIC-10#Accuracy
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#NIQE
Image Classification#WebVision-1000#Top-5 Accuracy
Time Series Classification#UWave#NLL
Data-to-Text Generation#E2E NLG Challenge#NIST
Semantic Segmentation#S3DIS Area5#oAcc
Monocular Depth Estimation#KITTI Eigen split unsupervised#absolute relative error
Reading Comprehension#ReClor#Test
Anomaly Detection#MVTec AD#Segmentation AUROC
Deblurring#HIDE (trained on GOPRO)#SSIM (sRGB)
Link Prediction#OpenBioLink#Hits@1
Text Classification#IMDb#Accuracy (10 classes)
Link Prediction#OpenBioLink#Hits@3
Pose Tracking#PoseTrack2017#mAP
Node Classification#Cora with Public Split: fixed 20 nodes per class#Accuracy
sentiment_analysis#SemEval-2014 Task 4 subtask 2 Aspect Term Polarity#Restaurant (acc)
Text-to-Image Generation#COCO#Inception score
Causal Inference#IDHP#Average Treatment Effect Error
3D Part Segmentation#ShapeNet-Part#Instance Average IoU
Heterogeneous Node Classification#DBLP (PACT) 14k#Macro-F1 (20% training data)
Face Detection#FDDB#AP
Fine-Grained Image Classification#Oxford 102 Flowers#PARAMS
Natural Language Inference#MultiNLI#Mismatched
Curved Text Detection#SCUT-CTW1500#F-Measure
Photo geolocation estimation#Im2GPS#Street level (1 km)
Keypoint Detection#COCO#Validation AP
Fake News Detection#FNC-1#Per-class Accuracy (Discuss)
Cross-Modal Retrieval#Flickr30k#Text-to-image R@5
Cross-Modal Retrieval#Flickr30k#Text-to-image R@1
Domain Adaptation#SYNTHIA-to-Cityscapes#mIoU
Image Generation#LSUN Churches 256 x 256#FID
Visual Object Tracking#TrackingNet#Normalized Precision
JPEG Artifact Correction#LIVE1 (Quality 10 Color)#PSNR-B
AMR Parsing#LDC2017T10#Smatch
Time Series Classification#Shapes#NLL
Machine Translation#WMT2016 Romanian-English#BLEU score
Ad-Hoc Information Retrieval#TREC Robust04#P@20
Named Entity Recognition#CoNLL 2003 (English)#F1
Time Series Classification#PenDigits#Accuracy
JPEG Artifact Correction#LIVE1 (Quality 20 Color)#PSNR-B
Real-Time Semantic Segmentation#Cityscapes test#mIoU
Monocular 3D Human Pose Estimation#Human3.6M#Frames Needed
Question Answering#DROP Test#F1
Few-Shot Image Classification#Mini-Imagenet 10-way (1-shot)#Accuracy
Action Recognition#HACS#Top 1 Accuracy
language_modeling#WikiText-103#Validation perplexity
Intent Detection#ATIS#Accuracy
Scene Text Detection#SCUT-CTW1500#Recall
Image Super-Resolution#Set14 - 2x upscaling#SSIM
Node Classification#CiteSeer (1%)#Accuracy
3D Human Pose Estimation#Total Capture#Average MPJPE (mm)
Automated Theorem Proving#HolStep (Conditional)#Classification Accuracy
Audio Classification#AudioSet#Test mAP
Fact-based Text Editing#WebEdit#SARI
Natural Language Inference#QNLI#Accuracy
Document Image Classification#RVL-CDIP#Accuracy
Natural Language Inference#ANLI test#A2
Natural Language Inference#ANLI test#A1
Natural Language Inference#ANLI test#A3
Question Answering#Quasart-T#EM
Image Super-Resolution#Manga109 - 3x upscaling#PSNR
Word Sense Disambiguation#SemEval 2013 Task 12#F1
Semantic Textual Similarity#MRPC#F1
Object Counting#CARPK#RMSE
Image Matting#Composition-1K#Conn
Self-Supervised Action Recognition#UCF101 (finetuned)#3-fold Accuracy
Multimodal Activity Recognition#Moments in Time Dataset#Top-1 (%)
3D Semantic Instance Segmentation#ScanNetV2#mAP@0.50
Video Super-Resolution#Vid4 - 4x upscaling#PSNR
relation_prediction#WN18RR#H@1
Cross-View Image-to-Image Translation#Dayton (256×256) - aerial-to-ground#SSIM
Language Modelling#enwik8#Bit per Character (BPC)
Hyperspectral Image Classification#Indian Pines#Overall Accuracy
Language Modelling#One Billion Word#PPL
Chinese Named Entity Recognition#Weibo NER#F1
RGB-D Salient Object Detection#SIP#max E-Measure
Question Answering#SQuAD1.1#F1
Question Answering#SQuAD1.1#EM
Question Answering#NarrativeQA#Rouge-L
Person Re-Identification#PRID2011#Rank-5
Person Re-Identification#PRID2011#Rank-1
Language Modelling#One Billion Word#Number of params
Image Classification#Clothing1M#Accuracy
JPEG Artifact Correction#ICB (Quality 20 Grayscale)#PSNR
Node Classification#BlogCatalog#Macro-F1
Image Classification#iNaturalist 2018#Top-1 Accuracy
RGB-D Salient Object Detection#DES#S-Measure
Fake News Detection#FNC-1#Per-class Accuracy (Unrelated)
Text Classification#DBpedia#Error
Word Sense Disambiguation#SensEval 2#F1
Link Prediction#Pubmed#AUC
Image Denoising#DND#SSIM (sRGB)
Video Retrieval#MSR-VTT-1kA#text-to-video Median Rank
Image Clustering#CIFAR-10#NMI
Scene Text Detection#ICDAR 2013#Precision
summarization#Gigaword#ROUGE-1
Atari Games#Atari 2600 Ice Hockey#Score
summarization#Gigaword#ROUGE-2
Entity Linking#WiC-TSV#Task 1 Accuracy: domain specific
summarization#Gigaword#ROUGE-L
Image Relighting#VIDIT’20 validation set#PSNR
Point Cloud Registration#3DMatch Benchmark#Recall
Machine Translation#IWSLT2015 English-Vietnamese#BLEU
Lesion Segmentation#ISIC 2018#Dice Score
Atari Games#Atari 2600 Freeway#Score
Action Recognition#AVA v2.1#mAP (Val)
Grayscale Image Denoising#Set12 sigma50#PSNR
3D Object Detection#nuScenes#NDS
Dialogue State Tracking#Wizard-of-Oz#Joint
Sentiment Analysis#Multi-Domain Sentiment Dataset#Books
Image Clustering#ImageNet-10#Accuracy
Semantic Segmentation#Semantic3D#mIoU
Image Clustering#Tiny-ImageNet#NMI
Image Relighting#VIDIT’20 validation set#MPS
Object Counting#Pascal VOC 2007 count-test#mRMSE
JPEG Artifact Correction#ICB (Quality 10 Grayscale)#SSIM
Crowd Counting#ShanghaiTech B#MAE
Human-Object Interaction Detection#V-COCO#Time Per Frame(ms)
Gesture-to-Gesture Translation#Senz3D#AMT
3D Human Pose Estimation#3D Poses in the Wild Challenge#MPJPE
Keypoint Detection#COCO test-dev#AR
Image Retrieval#Par6k#mAP
Action Recognition#Something-Something V2#Top-1 Accuracy
Graph Regression#PCQM4M-LSC#Test MAE
Graph Classification#PTC#Accuracy
Visual Question Answering#VQA v2 test-dev#Accuracy
Anomaly Detection#Numenta Anomaly Benchmark#NAB score
Semantic Segmentation#S3DIS#Mean IoU
Sentiment Analysis#CR#Accuracy
Image Classification#CIFAR-10#PARAMS
Open-Domain Question Answering#SearchQA#EM
Fine-Grained Image Classification#FGVC Aircraft#Accuracy
Visual Object Tracking#TrackingNet#Precision
Music Source Separation#MUSDB18#SDR (vocals)
Text Summarization#Pubmed#ROUGE-L
Link Prediction#Citeseer#AP
Drug Discovery#QM9#Error ratio
Text Summarization#Pubmed#ROUGE-1
Text Summarization#Pubmed#ROUGE-2
Visual Object Tracking#GOT-10k#Average Overlap
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#F-measure (Mean)
Pedestrian Detection#CityPersons#Partial MR^-2
Visual Object Tracking#TrackingNet#Accuracy
Multi-Person Pose Estimation#COCO#AP
Atari Games#Atari 2600 Asterix#Score
Image Classification#CIFAR-100#PARAMS
Few-Shot Image Classification#Mini-Imagenet 20-way (1-shot)#Accuracy
Cross-Lingual NER#CoNLL German#F1
RGB-D Salient Object Detection#STERE#S-Measure
Image Super-Resolution#Manga109 - 3x upscaling#SSIM
Temporal Action Localization#ActivityNet-1.3#mAP
Link Prediction#FB15k-237#Hits@10
3D Human Pose Estimation#HumanEva-I#Mean Reconstruction Error (mm)
Atari Games#Atari 2600 Enduro#Score
Photo geolocation estimation#Im2GPS#Country level (750 km)
Scene Graph Generation#Visual Genome#Recall@50
Panoptic Segmentation#Mapillary val#PQ
3D Instance Segmentation#ScanNet(v2)#Mean AP @ 0.5
Skeleton Based Action Recognition#Varying-view RGB-D Action-Skeleton#Accuracy (CV II)
Text Simplification#ASSET#BLEU
Image Clustering#coil-100#NMI
Skeleton Based Action Recognition#SBU#Accuracy
Colorectal Gland Segmentation:#CRAG#Hausdorff Distance (mm)
Image Super-Resolution#BSD100 - 2x upscaling#PSNR
6D Pose Estimation using RGB#LineMOD#Accuracy
Speech Recognition#Switchboard + Hub500#Percentage error
Link Prediction#FB15k#MR
Text Simplification#Newsela#BLEU
Data-to-Text Generation#E2E NLG Challenge#ROUGE-L
Named Entity Recognition#GENIA#F1
Visual Question Answering#GQA Test2019#Distribution
Image Classification#iNaturalist 2019#Top-1 Accuracy
Image Classification#mini WebVision 1.0#ImageNet Top-5 Accuracy
Head Pose Estimation#BIWI#MAE (trained with other data)
Question Answering#TrecQA#MAP
Visual Question Answering#VQA v1 test-std#Accuracy
Sentiment Analysis#Yelp Fine-grained classification#Error
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#FED
Image Super-Resolution#Manga109 - 8x upscaling#SSIM
part-of-speech_tagging#VLSP 2013 POS tagging shared task#Accuracy
Nested Named Entity Recognition#GENIA#F1
Hate Speech Detection#Ethos Binary#Classification Accuracy
Machine Translation#WMT2016 English-Romanian#BLEU score
Text based Person Retrieval#CUHK-PEDES#R@10
Visual Question Answering#GQA Test2019#Consistency
Image Classification#ImageNet ReaL#Accuracy
named_entity_recognition#VLSP 2016 NER shared task#F1
Atari Games#Atari 2600 Phoenix#Score
Natural Language Inference#SNLI#% Train Accuracy
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#FID
Visual Question Answering#CLEVR-Humans#Accuracy
Image Clustering#STL-10#Backbone
Node Classification#PubMed (0.03%)#Accuracy
Sentiment Analysis#Yelp Binary classification#Error
Skeleton Based Action Recognition#NTU RGB+D 120#Accuracy (Cross-Subject)
Word Sense Disambiguation#SensEval 3 Task 1#F1
RGB-D Salient Object Detection#NLPR#Average MAE
Dependency Parsing#Penn Treebank#POS
Language Modelling#Penn Treebank (Character Level)#Bit per Character (BPC)
Few-Shot Image Classification#Mini-Imagenet 5-way (10-shot)#Accuracy
Graph Classification#NEURON-Average#Accuracy
Node Classification#Cora (3%)#Accuracy
sentiment_analysis#SUBJ#Accuracy
amr_parsing#LDC2015E86#Smatch
Part-Of-Speech Tagging#UD#Avg accuracy
Atari Games#Atari 2600 Wizard of Wor#Score
Pose Tracking#PoseTrack2017#MOTA
3D Object Reconstruction#Data3D−R2N2#3DIoU
Real-time Instance Segmentation#MSCOCO#AP75
Visual Question Answering#MSVD-QA#Accuracy
Few-Shot Image Classification#Meta-Dataset#Accuracy
Sentiment Analysis#SST-5 Fine-grained classification#Accuracy
Image Classification#WebVision-1000#ImageNet Top-5 Accuracy
Atari Games#Atari 2600 Atlantis#Score
Atari Games#Atari 2600 Road Runner#Score
Image Super-Resolution#Urban100 - 2x upscaling#PSNR
Semantic Segmentation#LIP val#mIoU
Real-time Instance Segmentation#MSCOCO#AP50
Speech Recognition#WSJ eval92#Word Error Rate (WER)
Domain Adaptation#Office-Caltech#Average Accuracy
Relation Extraction#DocRED#F1
Node Classification#Wiki-Vote#Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2016#J&F
Language Modelling#Penn Treebank (Word Level)#Validation perplexity
3D Point Cloud Classification#ModelNet40#Overall Accuracy
Retinal Vessel Segmentation#DRIVE#AUC
Face Alignment#300W#AUC0.08 private
Few-Shot Image Classification#CIFAR-FS 5-way (5-shot)#Accuracy
3D Object Detection#ScanNetV2#mAP@0.5
Multivariate Time Series Forecasting#MuJoCo#MSE (10^-2, 50% missing)
Link Prediction#YAGO3-10#Hits@10
Graph Classification#RE-M5K#Accuracy
Image Clustering#coil-100#Accuracy
Text-to-Image Generation#Multi-Modal-CelebA-HQ#Acc
Multiple Object Tracking#KITTI Tracking test#MOTA
Document Classification#Cora#Accuracy
Semantic Textual Similarity#SentEval#SICK-R
Fake News Detection#FNC-1#Weighted Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#Jaccard (Mean)
Semantic Textual Similarity#SentEval#SICK-E
Self-Supervised Image Classification#ImageNet#Number of Params
Object Detection#Waymo 2D detection all_ns f0val#COCO-style AP
Few-Shot Image Classification#OMNIGLOT - 5-Shot, 20-way#Accuracy
Question Answering#TrecQA#MRR
Image Classification#mini WebVision 1.0#Top-1 Accuracy
Neural Architecture Search#NAS-Bench-201, CIFAR-100#Accuracy (Val)
Fine-Grained Image Classification#Stanford Cars#PARAMS
Continuous Control#PyBullet Walker2D#Return
Image-to-Image Translation#ADE20K Labels-to-Photos#FID
Machine Translation#IWSLT2015 German-English#BLEU score
Image Retrieval with Multi-Modal Query#Fashion200k#Recall@10
Time Series Classification#Wafer#NLL
Self-Supervised Image Classification#ImageNet#Top 5 Accuracy
Dialogue Act Classification#Switchboard corpus#Accuracy
Time Series Classification#CMUsubject16#Accuracy
Atari Games#Atari 2600 Bowling#Score
Sentiment Analysis#TweetEval#Hate
language_modeling#WikiText-2#Number of params
Image Super-Resolution#FFHQ 256 x 256 - 4x upscaling#MS-SSIM
3D Multi-Object Tracking#KITTI#MOTA
Graph Classification#COLLAB#Accuracy
Gesture-to-Gesture Translation#NTU Hand Digit#IS
3D Multi-Object Tracking#KITTI#MOTP
Link Prediction#Cora#AUC
Sentiment Analysis#Multi-Domain Sentiment Dataset#Kitchen
Image Retrieval#Oxf5k#MAP
Text Classification#Ohsumed#Accuracy
RGB-D Salient Object Detection#NJU2K#S-Measure
Retinal OCT Disease Classification#OCT2017#Sensitivity
Data-to-Text Generation#WebNLG#BLEU
Image Retrieval with Multi-Modal Query#Fashion200k#Recall@50
3D Object Detection#SUN-RGBD val#mAP@0.25
Machine Translation#WMT2014 English-German#SacreBLEU
Fact-based Text Editing#WebEdit#F1
Few-Shot Semantic Segmentation#PASCAL-5i (1-Shot)#Mean IoU
Time Series Classification#JapaneseVowels#NLL
Synthetic-to-Real Translation#Syn2Real-C#Accuracy
Few-Shot Image Classification#Stanford Cars 5-way (1-shot)#Accuracy
Image Classification#Stanford Cars#Accuracy
3D Instance Segmentation#ScanNet(v2)#mAP
Coreference Resolution#OntoNotes#F1
Image Generation#CelebA-HQ 1024x1024#FID
Node Classification#Pubmed#Validation
Multivariate Time Series Forecasting#USHCN-Daily#MSE
Human-Object Interaction Detection#HICO#mAP
Panoptic Segmentation#COCO test-dev#PQst
Image Classification#MNIST#Percentage error
Code Generation#WikiSQL#Execution Accuracy
Image Super-Resolution#Urban100 - 8x upscaling#SSIM
Relation Extraction#DocRED#Ign F1
Panoptic Segmentation#COCO test-dev#PQth
Object Detection#Manga109-s 15test#COCO-style AP
Instance Segmentation#Cityscapes test#Average Precision
Action Classification#Charades#MAP
Interactive Segmentation#GrabCut#NoC@85
Action Classification#Kinetics-400#Flops x views
Image Clustering#Imagenet-dog-15#Accuracy
Real-Time Object Detection#COCO#FPS
Recommendation Systems#MovieLens 1M#nDCG@10
Speech Enhancement#DEMAND#CBAK
word_sense_disambiguation#Senseval 3#F1
Semi-Supervised Image Classification#ImageNet - 1% labeled data#Top 1 Accuracy
Recommendation Systems#Million Song Dataset#Recall@50
Named Entity Recognition#NCBI-disease#F1
Trajectory Prediction#Stanford Drone#ADE-8/12 @K = 20
Image Clustering#Fashion-MNIST#NMI
Relation Extraction#TACRED#F1
Fine-Grained Image Classification#Stanford Dogs#Accuracy
Link Prediction#Yelp#HR@10
Color Image Denoising#CBSD68 sigma50#PSNR
Action Segmentation#50 Salads#F1@10%
Cross-Lingual NER#CoNLL Spanish#F1
Machine Translation#WMT2014 English-French#BLEU score
3D Multi-Person Pose Estimation (absolute)#MuPoTS-3D#3DPCK
Sentiment Analysis#TweetEval#Sentiment
RGB-D Salient Object Detection#NJU2K#max F-Measure
Atari Games#Atari 2600 Solaris#Score
Depth Completion#KITTI Depth Completion#RMSE
Entity Linking#WiC-TSV#Task 1 Accuracy: general purpose
Action Segmentation#50 Salads#Edit
Interactive Segmentation#GrabCut#NoC@90
Visual Dialog#Visual Dialog v1.0 test-std#R@5
Few-Shot Semantic Segmentation#PASCAL-5i (5-Shot)#Mean IoU
Visual Dialog#Visual Dialog v1.0 test-std#R@1
Keypoint Detection#COCO test-dev#ARM
Keypoint Detection#COCO test-dev#ARL
Link Prediction#MovieLens 25M#nDCG@10
Image Super-Resolution#Set5 - 2x upscaling#PSNR
Image Super-Resolution#Manga109 - 2x upscaling#PSNR
Keypoint Detection#COCO test-dev#APM
Question Answering#QASent#MAP
Keypoint Detection#COCO test-dev#APL
Unsupervised Domain Adaptation#Office-Home (RS-UT imbalance)#Average Per-Class Accuracy
Visual Question Answering#COCO Visual Question Answering (VQA) real images 1.0 open ended#Percentage correct
Hate Speech Detection#Ethos Binary#F1-score
Action Segmentation#Breakfast#F1@25%
relation_prediction#FB15K-237#H@10
Adversarial Defense#ImageNet (non-targeted PGD, max perturbation=4)#Accuracy
Action Segmentation#Breakfast#Edit
Domain Adaptation#MNIST-to-USPS#Accuracy
Language Modelling#WikiText-103#Test perplexity
Time Series Classification#Wafer#Accuracy
Link Prediction#WN18#Hits@3
Link Prediction#WN18#Hits@1
Spoken language identification#VoxForge European#Accuracy (%)
Birds Eye View Object Detection#KITTI Cars Hard#AP
Time Series Classification#ECG#Accuracy
Video Semantic Segmentation#CamVid#Mean IoU
Link Prediction#FB15k-237#MRR
Video Super-Resolution#Vid4 - 4x upscaling#MOVIE
Neural Architecture Search#CIFAR-10#Parameters
Face Verification#Labeled Faces in the Wild#Accuracy
Unsupervised Domain Adaptation#Duke to MSMT#mAP
Few-Shot Image Classification#CUB 200 5-way 1-shot#Accuracy
Scene Text Detection#MSRA-TD500#Recall
Machine Translation#IWSLT2015 English-German#BLEU score
Sentiment Analysis#TweetEval#Offensive
Cross-Lingual Document Classification#MLDoc Zero-Shot English-to-Spanish#Accuracy
Fact-based Text Editing#WebEdit#Recall
Semantic Textual Similarity#STS Benchmark#Spearman Correlation
Vision and Language Navigation#VLN Challenge#error
Image Clustering#Extended Yale-B#Accuracy
Object Detection#COCO test-dev#AP75
Cross-Modal Retrieval#Flickr30k#Text-to-image R@10
Interactive Segmentation#DAVIS#NoC@85
Person Re-Identification#CUHK03#Rank-1
Atari Games#Atari 2600 Gravitar#Score
Interactive Segmentation#DAVIS#NoC@90
Code Generation#WikiSQL#Exact Match Accuracy
Few-Shot Image Classification#Mini-Imagenet 5-way (5-shot)#Accuracy
Semi-Supervised Image Classification#cifar-100, 10000 Labels#Accuracy
Object Detection#COCO minival#oLRP
language_modeling#WikiText-103#Number of params
Chinese Named Entity Recognition#Resume NER#F1
Entity Disambiguation#AIDA-CoNLL#In-KB Accuracy
Speech Enhancement#DEMAND#CSIG
language_modeling#Penn Treebank#Number of params
Image Generation#CIFAR-10#FID
Object Detection#COCO test-dev#AP50
Grayscale Image Denoising#Set12 sigma15#PSNR
Semantic Role Labeling#CoNLL 2005#F1
JPEG Artifact Correction#Live1 (Quality 10 Grayscale)#SSIM
Unsupervised Machine Translation#WMT2014 English-French#BLEU
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#Jaccard (Recall)
Question Generation#SQuAD1.1#BLEU-4
Scene Text Detection#ICDAR 2015#Precision
Cross-Lingual Document Classification#MLDoc Zero-Shot English-to-Russian#Accuracy
3D Object Detection#KITTI Cars Easy val#AP
3D Human Pose Estimation#3DPW#acceleration error
Text Simplification#TurkCorpus#BLEU
Semi-Supervised Image Classification#ImageNet - 10% labeled data#Top 5 Accuracy
Unsupervised Image Classification#MNIST#Accuracy
amr_parsing#LDC2014T12#F1 on Full
dependency_parsing#benchmark Vietnamese dependency treebank VnDT#UAS
Atari Games#Atari 2600 Video Pinball#Score
Image Classification#EMNIST-Balanced#Accuracy
Person Re-Identification#MARS#Rank-5
Image Clustering#MNIST-test#NMI
Semantic Similarity#SICK#Spearman Correlation
Person Re-Identification#MARS#Rank-1
Link Prediction#Yelp#nDCG@10
Neural Architecture Search#CIFAR-100#FLOPS
Question Answering#Quora Question Pairs#Accuracy
Word Sense Disambiguation#SemEval 2015 Task 13#F1
Speech Synthesis#North American English#Mean Opinion Score
Fine-Grained Image Classification#NABirds#Accuracy
Music Transcription#MusicNet#Number of params
Link Prediction#FB15k#MRR
Image Retrieval#Flickr30K 1K test#R@10
Mortality Prediction#MIMIC-III#Recall
Text Simplification#PWKP / WikiSmall#BLEU
Neural Architecture Search#CIFAR-100#PARAMS
Semantic Role Labeling (predicted predicates)#CoNLL 2012#F1
Fact-based Text Editing#WebEdit#DELETE
Grammatical Error Correction#CoNLL-2014 Shared Task#F0.5
Scene Text Detection#ICDAR 2015#Recall
3D Object Detection#KITTI Cars Hard#AP
Neural Architecture Search#CIFAR-100#Percentage Error
Cross-Lingual Document Classification#MLDoc Zero-Shot English-to-French#Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#F-measure (Decay)
Aspect-Based Sentiment Analysis#SemEval 2014 Task 4 Laptop#F1
Node Classification#CiteSeer with Public Split: fixed 20 nodes per class#Accuracy
Temporal Action Localization#THUMOS’14#mAP IOU@0.2
Temporal Action Localization#THUMOS’14#mAP IOU@0.3
Subjectivity Analysis#SUBJ#Accuracy
Temporal Action Localization#THUMOS’14#mAP IOU@0.1
Temporal Action Localization#THUMOS’14#mAP IOU@0.6
Temporal Action Localization#THUMOS’14#mAP IOU@0.7
Temporal Action Localization#THUMOS’14#mAP IOU@0.4
Real-time Instance Segmentation#MSCOCO#APL
Temporal Action Localization#THUMOS’14#mAP IOU@0.5
Real-time Instance Segmentation#MSCOCO#APM
Question Answering#bAbi#Accuracy (trained on 10k)
Real-time Instance Segmentation#MSCOCO#APS
Speech Recognition#TIMIT#Percentage error
Visual Dialog#Visual Dialog v1.0 test-std#Mean
Graph Classification#NEURON-BINARY#Accuracy
Language Modelling#Penn Treebank (Word Level)#Test perplexity
Unsupervised Machine Translation#WMT2014 French-English#BLEU
Video Retrieval#MSVD#text-to-video R@5
RGB-D Salient Object Detection#NJU2K#Average MAE
Video Retrieval#MSVD#text-to-video R@1
text_classification#AG News#Error
Pose Estimation#MPII Human Pose#PCKh-0.5
Scene Text Detection#MSRA-TD500#Precision
3D Human Pose Estimation#3DPW#PA-MPJPE
Image Clustering#ImageNet-10#NMI
Face Alignment#WFLW#FR@0.1(%, all)
Image-to-Image Translation#COCO-Stuff Labels-to-Photos#FID
relationship_extraction#New York Times Corpus#P@30%
Fine-Grained Image Classification#Caltech-101#Top-1 Error Rate
Human-Object Interaction Detection#V-COCO#MAP
Conversational Response Selection#PolyAI Reddit#1-of-100 Accuracy
Semi-Supervised Semantic Segmentation#Cityscapes 12.5% labeled#Validation mIoU
Fact-based Text Editing#WebEdit#BLEU
Neural Architecture Search#NAS-Bench-201, ImageNet-16-120#Accuracy (Test)
Object Counting#Pascal VOC 2007 count-test#mRMSE-nz
Sentiment Analysis#IMDb#Accuracy
Image Generation#Binarized MNIST#nats
3D Object Detection#ScanNetV2#mAP@0.25
Lane Detection#CULane#F1 score
Unsupervised Domain Adaptation#Duke to MSMT#rank-10
Image Clustering#Imagenet-dog-15#NMI
Image Super-Resolution#Set14 - 3x upscaling#PSNR
Dialogue State Tracking#Wizard-of-Oz#Request
Pedestrian Detection#Caltech#Reasonable Miss Rate
Instance Segmentation#COCO minival#mask AP
Relation Extraction#ADE Corpus#RE+ Macro F1
Unsupervised Video Object Segmentation#DAVIS 2016#Jaccard (Decay)
Semi-Supervised Image Classification#SVHN, 1000 labels#Accuracy
Time Series Classification#KickvsPunch#NLL
Person Re-Identification#CUHK03 labeled#Rank-1
Semi-Supervised Video Object Segmentation#YouTube-VOS#F-Measure (Unseen)
JPEG Artifact Correction#LIVE1 (Quality 10 Color)#SSIM
Atari Games#Atari 2600 Tennis#Score
3D Object Reconstruction#Data3D−R2N2#Avg F1
Question Answering#QASent#MRR
Traffic Prediction#PeMS-M#MAE (60 min)
Constituency Grammar Induction#PTB#Max F1 (WSJ)
Conditional Image Generation#CIFAR-10#FID
Visual Question Answering#VQA v2 test-std#yes/no
Image Classification#Flowers-102#Accuracy
Image Super-Resolution#Set5 - 4x upscaling#SSIM
Recommendation Systems#MovieLens 1M#RMSE
Action Segmentation#Breakfast#F1@10%
Graph Classification#ENZYMES#Accuracy
Unsupervised Facial Landmark Detection#MAFL#NME
Keypoint Detection#COCO test-dev#AR50
Depth Completion#KITTI Depth Completion#Runtime [ms]
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#PSNR
Image Super-Resolution#Urban100 - 4x upscaling#SSIM
Constituency Parsing#Penn Treebank#F1 score
Person Re-Identification#CUHK03 labeled#MAP
Keypoint Detection#COCO test-dev#AR75
Panoptic Segmentation#Cityscapes val#mIoU
Relation Extraction#ADE Corpus#NER Macro F1
Semi-Supervised Video Object Segmentation#YouTube#mIoU
Object Detection#UAVDT#mAP
Keypoint Detection#COCO test-challenge#ARL
Keypoint Detection#COCO test-challenge#ARM
Question Answering#WikiQA#MRR
Image Generation#Cityscapes#FID-10k-training-steps
Real-time Instance Segmentation#MSCOCO#Frame (fps)
Few-Shot Image Classification#FC100 5-way (5-shot)#Accuracy
word_segmentation#Chinese Treebank 6#F1
summarization#CNN / Daily Mail (Anonymized version)#ROUGE-2
summarization#CNN / Daily Mail (Anonymized version)#ROUGE-1
Cross-Lingual NER#CoNLL Dutch#F1
Natural Language Inference#FarsTail#% Test Accuracy
Scene Text Detection#Total-Text#Precision
Link Prediction#YAGO3-10#Hits@3
Link Prediction#YAGO3-10#Hits@1
Word Sense Disambiguation#SemEval 2007 Task 17#F1
Neural Architecture Search#CIFAR-10#Search Time (GPU days)
3D Object Detection#KITTI Pedestrians Hard#AP
word_segmentation#VLSP 2013 word segmentation shared task#F1
Image Clustering#Tiny-ImageNet#Accuracy
summarization#CNN / Daily Mail (Anonymized version)#ROUGE-L
Visual Question Answering#VQA-CP#Score
Node Classification#USA Air-Traffic#Accuracy
Image Clustering#CIFAR-10#ARI
Image/Document Clustering#pendigits#runtime (s)
Action Segmentation#GTEA#Edit
Weakly Supervised Action Localization#ActivityNet-1.3#mAP@0.5
Panoptic Segmentation#Cityscapes test#PQ
taxonomy_learning#SemEval 2018#MAP
AMR Parsing#LDC2014T12#F1 Full
sentiment_analysis#SemEval-2014 Task 4 subtask 2 Aspect Term Polarity#Laptop (acc)
Keypoint Detection#COCO test-challenge#APL
Fundus to Angiography Generation#Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients#Kernel Inception Distance
Hate Speech Detection#HateXplain#Accuracy
Image Denoising#SIDD#SSIM (sRGB)
Document Summarization#CNN / Daily Mail#ROUGE-1
Document Summarization#CNN / Daily Mail#ROUGE-2
Few-Shot Object Detection#MS-COCO (10-shot)#AP
Time Series Classification#PenDigits#NLL
word_segmentation#MSR#F1
3D Human Pose Estimation#Human3.6M#Average MPJPE (mm)
Semantic Segmentation#SkyScapes-Dense#Mean IoU
Object Counting#COCO count-test#m-reIRMSE
Visual Question Answering#GQA Test2019#Accuracy
Speech Enhancement#DEMAND#PESQ
Node Classification#Cornell#Accuracy
Document Summarization#CNN / Daily Mail#ROUGE-L
Grammatical Error Correction#BEA-2019 (test)#F0.5
Visual Question Answering#GQA test-std#Accuracy
Click-Through Rate Prediction#Amazon#AUC
Multimodal Machine Translation#Multi30K#BLEU (EN-DE)
Skeleton Based Action Recognition#NTU RGB+D 120#Accuracy (Cross-Setup)
Weakly Supervised Action Localization#THUMOS14#avg-mAP (0.3-0.7)
Open-Domain Question Answering#SearchQA#N-gram F1
Keypoint Detection#COCO test-challenge#AR50
RGB-D Salient Object Detection#NJU2K#max E-Measure
Domain Adaptation#SYNSIG-to-GTSRB#Accuracy
Image Super-Resolution#FFHQ 256 x 256 - 4x upscaling#PSNR
Keypoint Detection#COCO test-challenge#AR75
Retinal Vessel Segmentation#STARE#AUC
Stochastic Optimization#CIFAR-100 WRN-28-10 - 200 Epochs#Accuracy
Spoken language identification#LRE07#3 sec
3D Semantic Segmentation#SemanticKITTI#mIoU
Text Summarization#arXiv#ROUGE-1
Text Summarization#arXiv#ROUGE-2
Image Matting#Composition-1K#SAD
Vision and Language Navigation#VLN Challenge#length
Object Counting#COCO count-test#mRMSE
Scene Text Recognition#SVT#Accuracy
Atari Games#Atari 2600 Demon Attack#Score
Lipreading#Lip Reading in the Wild#Top-1 Accuracy
Image Classification#Flowers-102#PARAMS
Time Series Classification#CharacterTrajectories#NLL
Text Summarization#arXiv#ROUGE-L
question_answering#CNN / Daily Mail#Accuracy on Daily Mail
Instance Segmentation#iSAID#Average Precision
Single Image Deraining#Test1200#PSNR
Visual Question Answering#VQA v1 test-dev#Accuracy
Word Sense Disambiguation#SemEval 2007 Task 7#F1
Multimodal Activity Recognition#EV-Action#Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#Jaccard (Decay)
Image Super-Resolution#FFHQ 1024 x 1024 - 4x upscaling#MS-SSIM
Entity Linking#WiC-TSV#Task 3 Accuracy: domain specific
relationship_extraction#SemEval-2010 Task 8#F1
Recommendation Systems#MovieLens 1M#HR@10
Named Entity Recognition#ACE 2004#F1
Node Classification#Facebook#Accuracy
Action Detection#Charades#mAP
Atari Games#Atari 2600 Amidar#Score
Image Classification#WebVision-1000#ImageNet Top-1 Accuracy
Scene Text Detection#ICDAR 2017 MLT#Precision
Fact-based Text Editing#WebEdit#KEEP
Visual Object Tracking#LaSOT#AUC
Image Classification#iNaturalist#Top 1 Accuracy
Graph Classification#UPFD-POL#Accuracy (%)
Skeleton Based Action Recognition#N-UCLA#Accuracy
Scene Text Detection#ICDAR 2017 MLT#Recall
Conditional Image Generation#ImageNet 128x128#FID
language_modeling#1B Words / Google Billion Word benchmark#Test perplexity
6D Pose Estimation#YCB-Video#ADDS AUC
Semi-Supervised Image Classification#CIFAR-10, 250 Labels#Accuracy
Semi-Supervised Video Object Segmentation#YouTube-VOS#F-Measure (Seen)
Image Super-Resolution#Manga109 - 4x upscaling#SSIM
Panoptic Segmentation#COCO panoptic#PQst
machine_translation#WMT 2014 EN-FR#BLEU
Entity Linking#WiC-TSV#Task 3 Accuracy: all
Pose Estimation#COCO test-dev#AP50
Few-Shot Image Classification#Stanford Dogs 5-way (5-shot)#Accuracy
Panoptic Segmentation#COCO panoptic#PQth
Atari Games#Atari 2600 Chopper Command#Score
Time Series Classification#PEMS#NLL
Question Answering#SQuAD2.0 dev#F1
Question Answering#SQuAD2.0 dev#EM
Natural Language Inference#MultiNLI#Matched
Dense Pixel Correspondence Estimation#HPatches#Viewpoint V AEPE
Unsupervised Domain Adaptation#Market to Duke#mAP
Time Series Classification#NetFlow#NLL
Node Classification#PPI#F1
Temporal Action Proposal Generation#ActivityNet-1.3#AR@100
Sequential Image Classification#Sequential MNIST#Permuted Accuracy
Click-Through Rate Prediction#Bing News#Log Loss
Neural Architecture Search#CIFAR-10 Image Classification#Percentage error
JPEG Artifact Correction#ICB (Quality 20 Color)#PSNR
Data-to-Text Generation#WebNLG Full#BLEU
Pose Estimation#Leeds Sports Poses#PCK
Person Re-Identification#Market-1501#Rank-5
Semantic Segmentation#COCO-Stuff test#mIoU
Person Re-Identification#Market-1501#Rank-1
JPEG Artifact Correction#LIVE1 (Quality 20 Grayscale)#PSNR
Conditional Image Generation#CIFAR-10#Inception score
Pose Estimation#COCO test-dev#AP75
Image Generation#CelebA 256x256#bpd
Object Detection#KITTI Cars Easy#AP
Reading Comprehension#RACE#Accuracy (Middle)
Unsupervised Domain Adaptation#Cityscapes to Foggy Cityscapes#mAP@0.5
Real-Time Semantic Segmentation#Cityscapes test#Time (ms)
Ad-Hoc Information Retrieval#TREC Robust04#MAP
Image Clustering#CIFAR-100#Accuracy
Image Clustering#USPS#Accuracy
Question Answering#CNN / Daily Mail#CNN
Image Retrieval#CARS196#R@1
Image Super-Resolution#Set5 - 8x upscaling#SSIM
Fine-Grained Image Classification#Oxford-IIIT Pets#Top-1 Error Rate
Neural Architecture Search#CIFAR-10#Top-1 Error Rate
Image Clustering#USPS#NMI
Real-Time Semantic Segmentation#NYU Depth v2#mIoU
Node Classification#Citeseer Full-supervised#Accuracy
Atari Games#Atari 2600 Battle Zone#Score
Graph Regression#Lipophilicity#RMSE
Video Instance Segmentation#YouTube-VIS validation#AP75
Image Classification#ImageNet V2#Top 1 Accuracy
Action Segmentation#Breakfast#Acc
Scene Text Recognition#ICDAR2013#Accuracy
Few-Shot Image Classification#Tiered ImageNet 10-way (1-shot)#Accuracy
Semantic Segmentation#S3DIS Area5#mAcc
Cross-Modal Retrieval#COCO 2014#Image-to-text R@10
Object Counting#Pascal VOC 2007 count-test#m-relRMSE
Link Prediction#FB15k-237#MR
Spoken language identification#LRE07#10 sec
Video Instance Segmentation#YouTube-VIS validation#AP50
Text Classification#R8#Accuracy
Node Classification#Wikipedia#Macro-F1
Atari Games#Atari 2600 Alien#Score
Atari Games#Atari 2600 Q*Bert#Score
Single Image Deraining#Rain100L#PSNR
Image Super-Resolution#Set14 - 8x upscaling#PSNR
Question Answering#NarrativeQA#METEOR
Single Image Deraining#Test2800#PSNR
3D Object Detection#nuScenes#mAP
Optical Flow Estimation#Sintel-clean#Average End-Point Error
Image Classification#Oxford-IIIT Pets#Accuracy
Object Detection#KITTI Cars Moderate#AP
Grayscale Image Denoising#Urban100 sigma50#PSNR
Atari Games#Atari 2600 Defender#Score
Zero-Shot Learning#SUN Attribute#average top-1 classification accuracy
Semantic Textual Similarity#SentEval#MRPC
Word Sense Disambiguation#WiC-TSV#Task 3 Accuracy: domain specific
Few-Shot Object Detection#MS-COCO (30-shot)#AP
relationship_extraction#New York Times Corpus#P@10%
Few-Shot Image Classification#Mini-Imagenet 5-way (1-shot)#Accuracy
3D Human Pose Estimation#MPI-INF-3DHP#MJPE
Graph Classification#HIV-fMRI-77#F1
Sentiment Analysis#TweetEval#ALL
Single Image Deraining#Rain100H#SSIM
Medical Image Segmentation#CVC-ClinicDB#mean Dice
Video Generation#UCF-101 16 frames, 64x64, Unconditional#Inception Score
question_answering#Quasar#EM (Quasar-T)
Person Re-Identification#Market-1501#Rank-10
Question Answering#CNN / Daily Mail#Daily Mail
Video Object Detection#ImageNet VID#MAP
Weakly Supervised Action Localization#THUMOS 2014#mAP@0.5
Humor Detection#200k Short Texts for Humor Detection#F1-score
Node Classification#Flickr#Accuracy
Multi-Object Tracking#MOT17#MOTA
Sentiment Analysis#Amazon Review Full#Accuracy
Language Modelling#Hutter Prize#Bit per Character (BPC)
Semantic Segmentation#ScanNet#3DIoU
Semantic Segmentation#ADE20K#Test Score
Crowd Counting#UCF-QNRF#MAE
word_sense_disambiguation#SemEval 2007#F1
Question Answering#WikiQA#MAP
Image-to-Image Translation#COCO-Stuff Labels-to-Photos#mIoU
Keypoint Detection#COCO test-dev#AP50
Semantic Segmentation#Nighttime Driving#mIoU
Semantic Textual Similarity#SICK#Spearman Correlation
Text-to-Image Generation#CUB#Inception score
Visual Dialog#Visual Dialog v1.0 test-std#R@10
Mortality Prediction#MIMIC-III#Precision
Keypoint Detection#COCO test-dev#AP75
Dependency Parsing#Penn Treebank#UAS
Graph Classification#NCI109#Accuracy
Text Summarization#X-Sum#ROUGE-3
Text Summarization#X-Sum#ROUGE-2
Text Summarization#X-Sum#ROUGE-1
Unsupervised Domain Adaptation#Duke to MSMT#rank-1
Person Search#CUHK-SYSU#MAP
Unsupervised Domain Adaptation#Duke to MSMT#rank-5
Semantic Role Labeling#OntoNotes#F1
Semantic Similarity#SICK#Pearson Correlation
Video Retrieval#LSMDC#text-to-video R@10
Image Classification#VTAB-1k#Top-1 Accuracy
Anomaly Detection#Unlabeled CIFAR-10 vs CIFAR-100#AUROC
Line Segment Detection#wireframe dataset#sAP5
Domain Adaptation#SVNH-to-MNIST#Accuracy
3D Point Cloud Classification#ScanObjectNN#Overall Accuracy
Vehicle Pose Estimation#KITTI Cars Hard#Average Orientation Similarity
Weakly Supervised Object Detection#PASCAL VOC 2012 test#MAP
Aspect-Based Sentiment Analysis#SemEval 2014 Task 4 Sub Task 2#Laptop (Acc)
Few-Shot Image Classification#OMNIGLOT - 1-Shot, 5-way#Accuracy
Language Modelling#WikiText-2#Test perplexity
Graph Classification#IMDb-B#Accuracy
sentiment_analysis#SST-2#Accuracy
Multi-tissue Nucleus Segmentation#Kumar#Hausdorff Distance (mm)
Hate Speech Detection#Ethos Binary#Precision
Time Series Classification#AUSLAN#Accuracy
Click-Through Rate Prediction#Dianping#AUC
Face Verification#Trillion Pairs Dataset#Accuracy
Sentiment Analysis#TweetEval#Irony
dependency_parsing#Penn Treebank#LAS
Sentiment Analysis#MR#Accuracy
Video Generation#UCF-101 16 frames, Unconditional, Single GPU#Inception Score
Unsupervised Machine Translation#WMT2016 English-German#BLEU
Node Classification#Wisconsin#Accuracy
Cross-Modal Retrieval#COCO 2014#Text-to-image R@5
Cross-Modal Retrieval#COCO 2014#Text-to-image R@1
Video Instance Segmentation#YouTube-VIS validation#AR1
Question Answering#NewsQA#F1
Visual Object Tracking#VOT2017#Expected Average Overlap (EAO)
Node Classification#Wikipedia#Accuracy
Action Classification#Kinetics-700#Top-1 Accuracy
Atari Games#Atari 2600 Kung-Fu Master#Score
Image Classification#CIFAR-100#Percentage correct
Machine Translation#WMT2014 German-English#BLEU score
Object Counting#Pascal VOC 2007 count-test#m-reIRMSE-nz
Trajectory Prediction#Stanford Drone#FDE-8/12 @K= 20
Zero-Shot Learning#CUB-200-2011#average top-1 classification accuracy
Word Sense Disambiguation#Supervised:#SemEval 2015
Named Entity Recognition#BC5CDR#F1
Word Sense Disambiguation#Supervised:#SemEval 2013
Word Sense Disambiguation#Supervised:#SemEval 2007
Language Modelling#WikiText-2#Number of params
Line Segment Detection#wireframe dataset#sAP15
Line Segment Detection#wireframe dataset#sAP10
Node Classification#Pubmed#Accuracy
Neural Architecture Search#CIFAR-10 Image Classification#FLOPS
Visual Object Tracking#GOT-10k#Success Rate 0.5
Retinal OCT Disease Classification#OCT2017#Acc
Lesion Segmentation#Anatomical Tracings of Lesions After Stroke (ATLAS)#Dice
Lane Detection#TuSimple#Accuracy
summarization#CNN / Daily Mail (Non-anonymized version)#METEOR
Image Clustering#CIFAR-10#Backbone
Neural Architecture Search#NAS-Bench-201, CIFAR-10#Accuracy (Test)
6D Pose Estimation using RGBD#LineMOD#Mean ADD
text_classification#DBpedia#Error
Person Re-Identification#MARS#mAP
Visual Question Answering#COCO Visual Question Answering (VQA) real images 1.0 multiple choice#Percentage correct
Time Series Classification#KickvsPunch#Accuracy
Hyperspectral Image Classification#Pavia University#Overall Accuracy
Text Simplification#TurkCorpus#SARI (EASSE>=0.2.1)
Graph Clustering#Cora#Accuracy
Vision and Language Navigation#VLN Challenge#spl
Crowd Counting#UCF CC 50#MAE
Keypoint Detection#COCO test-challenge#AP50
Video Retrieval#LSMDC#text-to-video Median Rank
Sentiment Analysis#TweetEval#Stance
chunking#Penn Treebank#F1
Keypoint Detection#COCO test-challenge#AP75
Relation Extraction#ACE 2004#NER Micro F1
Semi-Supervised Image Classification#ImageNet - 10% labeled data#Top 1 Accuracy
Atari Games#Atari 2600 HERO#Score
Multi-tissue Nucleus Segmentation#Kumar#Dice
Link Prediction#WN18#Hits@10
Semantic Segmentation#S3DIS#mAcc
Image Super-Resolution#BSD100 - 4x upscaling#SSIM
Image Classification#mini WebVision 1.0#ImageNet Top-1 Accuracy
Anomaly Detection#One-class ImageNet-30#AUROC
Few-Shot Image Classification#Tiered ImageNet 5-way (1-shot)#Accuracy
Neural Architecture Search#ImageNet#Params
Multimodal Activity Recognition#Moments in Time Dataset#Top-5 (%)
question_answering#SearchQA#EM
question_answering#SearchQA#F1
Image-to-Image Translation#Cityscapes Labels-to-Photo#Per-pixel Accuracy
Real-Time Semantic Segmentation#CamVid#Frame (fps)
Image Generation#CIFAR-10#Inception score
Click-Through Rate Prediction#MovieLens 20M#AUC
summarization#CNN / Daily Mail (Non-anonymized version)#ROUGE-L
Action Recognition#NTU RGB+D#Accuracy (CV)
Cross-Modal Retrieval#Flickr30k#Image-to-text R@5
Cross-Modal Retrieval#Flickr30k#Image-to-text R@1
Semantic Segmentation#ADE20K val#mIoU
Multi-Label Classification#PASCAL VOC 2007#mAP
Ad-Hoc Information Retrieval#TREC Robust04#nDCG@20
Scene Text Detection#Total-Text#Recall
Unsupervised Person Re-Identification#DukeMTMC-reID#Rank-1
Birds Eye View Object Detection#KITTI Cars Easy#AP
Emotion Recognition in Conversation#MELD#Weighted Macro-F1
Graph Classification#UPFD-GOS#Accuracy (%)
Named Entity Recognition#CoNLL 2003 (German)#F1
Person Re-Identification#MSMT17#mAP
Image Matting#Composition-1K#Grad
Birds Eye View Object Detection#KITTI Pedestrians Moderate#AP
Atari Games#Atari 2600 Space Invaders#Score
Real-Time Object Detection#PASCAL VOC 2007#MAP
Graph Regression#ZINC#MAE
Sentiment Analysis#Multi-Domain Sentiment Dataset#Electronics
Action Recognition#NTU RGB+D#Accuracy (CS)
Semantic Textual Similarity#SentEval#STS
Neural Architecture Search#NAS-Bench-201, CIFAR-100#Search time (s)
Node Classification#MAG240M-LSC#Test Accuracy
summarization#CNN / Daily Mail (Non-anonymized version)#ROUGE-1
summarization#CNN / Daily Mail (Non-anonymized version)#ROUGE-2
Retinal OCT Disease Classification#Srinivasan2014#Acc
Skeleton Based Action Recognition#SYSU 3D#Accuracy
Video Frame Interpolation#Middlebury#Interpolation Error
Word Sense Disambiguation#WiC-TSV#Task 3 Accuracy: all
Grammatical Error Correction#JFLEG#GLEU
Grayscale Image Denoising#BSD68 sigma50#PSNR
Facial Expression Recognition#AffectNet#Accuracy (8 emotion)
Text Summarization#CNN / Daily Mail (Anonymized)#ROUGE-L
Link Prediction#WN18RR#MRR
Text Summarization#CNN / Daily Mail (Anonymized)#ROUGE-2
Linguistic Acceptability#CoLA#Accuracy
Sentiment Analysis#Multi-Domain Sentiment Dataset#Average
Graph Classification#HIV-fMRI-77#Accuracy
Text Summarization#CNN / Daily Mail (Anonymized)#ROUGE-1
Monocular Depth Estimation#NYU-Depth V2#RMSE
Colorectal Gland Segmentation:#CRAG#F1-score
Video Retrieval#MSVD#text-to-video R@10
Fact-based Text Editing#WebEdit#Precision
Speech Recognition#MediaSpeech#WER for Spanish
Metric Learning#CARS196#R@1
Action Classification#Moments in Time#Top 1 Accuracy
Node Classification#Cora (0.5%)#Accuracy
Question Answering#SQuAD1.1 dev#F1
Question Answering#SQuAD1.1 dev#EM
Video Instance Segmentation#YouTube-VIS validation#AR10
Few-Shot Image Classification#Tiered ImageNet 10-way (5-shot)#Accuracy
Few-Shot Image Classification#Mini-ImageNet-CUB 5-way (1-shot)#Accuracy
Weakly Supervised Object Detection#PASCAL VOC 2007#MAP
Semi-Supervised Video Object Segmentation#DAVIS 2017 (test-dev)#Jaccard (Recall)
Image Retrieval#Par106k#mAP
Fake News Detection#FNC-1#Per-class Accuracy (Agree)
Fundus to Angiography Generation#Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients#FID
Atari Games#Atari 2600 Centipede#Score
Image Generation#STL-10#FID
Image Clustering#CIFAR-100#Train Set
Weakly Supervised Object Detection#Charades#MAP
part-of-speech_tagging#Penn Treebank#Accuracy
word_sense_disambiguation#SemEval 2013#F1
Unsupervised Domain Adaptation#Duke to Market#mAP
Video Super-Resolution#Vid4 - 4x upscaling#SSIM
Speech Enhancement#Deep Noise Suppression (DNS) Challenge#PESQ-NB
JPEG Artifact Correction#ICB (Quality 10 Color)#SSIM
Few-Shot Image Classification#Mini-Imagenet 10-way (5-shot)#Accuracy
Multi-Person Pose Estimation#COCO test-dev#AP75
Image Denoising#SIDD#PSNR (sRGB)
RGB-D Salient Object Detection#NLPR#max F-Measure
Action Recognition#EPIC-KITCHENS-100#Noun@1
Node Classification#BlogCatalog#Accuracy
Speech Enhancement#DEMAND#COVL
Named Entity Recognition#CoNLL 2002 (Spanish)#F1
Multi-Person Pose Estimation#COCO test-dev#AP50
Time Series Classification#ArabicDigits#NLL
Referring Expression Segmentation#RefCOCO testA#IoU
Joint Entity and Relation Extraction#SciERC#Relation F1
Action Segmentation#Breakfast#F1@50%
Face Identification#Trillion Pairs Dataset#Accuracy
Neural Architecture Search#ImageNet#MACs
Sentiment Analysis#SST-2 Binary classification#Accuracy
Monocular 3D Human Pose Estimation#Human3.6M#Use Video Sequence
Relation Extraction#ChemProt#F1
Atari Games#Atari 2600 Double Dunk#Score
Node Classification#Citeseer#Validation
Semi-Supervised Image Classification#SVHN, 250 Labels#Accuracy
RGB-D Salient Object Detection#SIP#S-Measure
Data-to-Text Generation#MULTIWOZ 2.1#BLEU
Image Super-Resolution#Set14 - 2x upscaling#PSNR
Self-Supervised Action Recognition#HMDB51#Pre-Training Dataset
Video Retrieval#MSR-VTT-1kA#text-to-video R@5
Video Retrieval#MSR-VTT-1kA#text-to-video R@1
Instance Segmentation#COCO minival#AP50
Object Detection#COCO test-dev#APS
RGB-D Salient Object Detection#STERE#Average MAE
Scene Text Recognition#ICDAR 2003#Accuracy
Click-Through Rate Prediction#Criteo#AUC
Node Classification#Citeseer#Accuracy
JPEG Artifact Correction#Live1 (Quality 10 Grayscale)#PSNR-B
Speech Enhancement#Deep Noise Suppression (DNS) Challenge#PESQ-WB
Recommendation Systems#MovieLens 20M#Recall@20
Instance Segmentation#COCO minival#AP75
Sentiment Analysis#SemEval 2014 Task 4 Subtask 1+2#F1
Image Classification#mini WebVision 1.0#Top-5 Accuracy
Abstractive Text Summarization#CNN / Daily Mail#ROUGE-L
Neural Architecture Search#NAS-Bench-201, CIFAR-10#Accuracy (val)
Abstractive Text Summarization#CNN / Daily Mail#ROUGE-1
Abstractive Text Summarization#CNN / Daily Mail#ROUGE-2
Audio Classification#ESC-50#Top-1 Accuracy
Object Detection#COCO test-dev#APM
Object Detection#COCO test-dev#APL
Retinal Vessel Segmentation#DRIVE#F1 score
Music Modeling#Nottingham#NLL
Fine-Grained Image Classification#Food-101#Accuracy
Common Sense Reasoning#Winograd Schema Challenge#Score
language_modeling#Hutter Prize#Number of params
Quantization#ImageNet#Accuracy (%)
Language Modelling#Penn Treebank (Character Level)#Number of params
Music Source Separation#MUSDB18#SDR (drums)
Machine Translation#WMT2016 English-German#BLEU score
Link Prediction#OpenBioLink#Hits@10
Image Generation#ImageNet 64x64#Bits per dim
Few-Shot Image Classification#Mini-ImageNet-CUB 5-way (5-shot)#Accuracy
Fine-Grained Image Classification#Oxford-IIIT Pets#PARAMS
Grammatical Error Detection#CoNLL-2014 A1#F0.5
Object Counting#COCO count-test#m-reIRMSE-nz
Image Clustering#MNIST-full#Accuracy
Visual Object Tracking#OTB-2013#AUC
Bias Detection#StereoSet#ICAT Score
Line Segment Detection#wireframe dataset#F1 score
Image-to-Image Translation#ADE20K-Outdoor Labels-to-Photos#FID
Single Image Deraining#Test100#PSNR
Visual Dialog#Visual Dialog v1.0 test-std#NDCG (x 100)
JPEG Artifact Correction#LIVE1 (Quality 20 Color)#PSNR
Birds Eye View Object Detection#KITTI Cars Moderate#AP
Language Modelling#WikiText-2#Validation perplexity
Machine Translation#IWSLT2014 German-English#BLEU score
Graph Classification#REDDIT-B#Accuracy
Recommendation Systems#Netflix#nDCG@100
Image Classification#ImageNet#Top 1 Accuracy
Natural Language Inference#SciTail#Accuracy
Weakly Supervised Action Localization#THUMOS 2014#mAP@0.1:0.7
Weakly Supervised Action Localization#THUMOS 2014#mAP@0.1:0.5
Scene Text Recognition#ICDAR2015#Accuracy
Image Super-Resolution#Set5 - 3x upscaling#SSIM
Crowd Counting#ShanghaiTech A#MAE
Semi-Supervised Video Object Segmentation#YouTube-VOS#Overall
Recommendation Systems#Douban Monti#RMSE
Open-Domain Question Answering#Quasar#F1 (Quasar-T)
Instance Segmentation#COCO minival#APL
Instance Segmentation#COCO minival#APM
Instance Segmentation#COCO minival#APS
Semi-Supervised Video Object Segmentation#YouTube-VOS#Jaccard (Seen)
Object Detection#KITTI Cars Hard#AP
Task-Oriented Dialogue Systems#KVRET#Entity F1
3D Object Detection#KITTI Pedestrians Moderate#AP
Multi-Person Pose Estimation#CrowdPose#mAP @0.5:0.95
Motion Segmentation#Apolloscape#Accuracy
Semantic Segmentation#ADE20K#Validation mIoU
Action Recognition#EPIC-KITCHENS-100#Verb@1
Action Recognition#THUMOS’14#mAP@0.3
Action Recognition#THUMOS’14#mAP@0.4
Action Recognition#THUMOS’14#mAP@0.5
named_entity_recognition#Ontonotes v5 (English)#F1
Action Recognition#THUMOS’14#mAP@0.1
Action Recognition#THUMOS’14#mAP@0.2
Action Segmentation#GTEA#F1@10%
language_modeling#WikiText-103#Test perplexity
Image-to-Image Translation#GTAV-to-Cityscapes Labels#mIoU
Continual Learning#visual domain decathlon (10 tasks)#decathlon discipline (Score)
Aspect Sentiment Triplet Extraction#SemEval#F1
Image Super-Resolution#FFHQ 1024 x 1024 - 4x upscaling#SSIM
Video Generation#BAIR Robot Pushing#FVD score
Relation Extraction#ACE 2004#RE+ Micro F1
Multi-Person Pose Estimation#COCO test-dev#AP
Monocular Depth Estimation#KITTI Eigen split#absolute relative error
Atari Games#Atari 2600 Tutankham#Score
RGB-D Salient Object Detection#LFSD#Average MAE
Unsupervised Domain Adaptation#Duke to Market#rank-10
Dense Video Captioning#ActivityNet Captions#METEOR
Image Super-Resolution#Set14 - 4x upscaling#PSNR
Domain Adaptation#Office-31#Average Accuracy
3D Object Detection#KITTI Cyclists Moderate#AP
Reading Comprehension#RACE#Accuracy
Panoptic Segmentation#Cityscapes val#PQst
Scene Text Detection#SCUT-CTW1500#Precision
Speech Separation#wsj0-2mix#SI-SDRi
question_answering#SearchQA#Unigram Acc
Panoptic Segmentation#Cityscapes val#PQth
Self-Supervised Image Classification#ImageNet (finetuned)#Top 1 Accuracy
Unsupervised Domain Adaptation#Market to Duke#rank-10
Continuous Control#PyBullet HalfCheetah#Return
language_modeling#Penn Treebank#Bit per Character (BPC)
amr_parsing#LDC2014T12#F1 on Newswire
Time Series Classification#JapaneseVowels#Accuracy
Weakly-supervised 3D Human Pose Estimation#Human3.6M#Average MPJPE (mm)
Face Verification#IJB-C#TAR @ FAR=0.01
3D Human Pose Estimation#3DPW#MPJPE
Neural Architecture Search#ImageNet#Top-1 Error Rate
Fine-Grained Image Classification#Birdsnap#Accuracy
Fact-based Text Editing#WebEdit#ADD
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#SSIM
Protein Secondary Structure Prediction#CB513#Q8
3D Object Detection#KITTI Cars Moderate val#AP
Action Recognition#UCF101#3-fold Accuracy
Dense Object Detection#SKU-110K#AP
Image Retrieval#Oxf105k#MAP
Skeleton Based Action Recognition#Varying-view RGB-D Action-Skeleton#Accuracy (AV I)
Sequential Image Classification#Sequential MNIST#Unpermuted Accuracy
Node Classification#Coauthor CS#Accuracy
Graph Classification#CIFAR10 100k#Accuracy (%)
RGB-D Salient Object Detection#DES#Average MAE
question_answering#SQuAD#F1
question_answering#SQuAD#EM
Image-to-Image Translation#Cityscapes Photo-to-Labels#Per-class Accuracy
Video Object Detection#ImageNet VID#runtime (ms)
Video Retrieval#MSR-VTT-1kA#text-to-video R@10
Real-Time Object Detection#COCO#MAP
Neural Architecture Search#NAS-Bench-201, ImageNet-16-120#Search time (s)
Temporal Action Proposal Generation#ActivityNet-1.3#AUC (val)
Aspect-Based Sentiment Analysis#SemEval 2014 Task 4 Sub Task 2#Restaurant (Acc)
Time Series Classification#ArabicDigits#Accuracy
Conditional Image Generation#ImageNet 128x128#Inception score
Face Alignment#WFLW#AUC@0.1 (all)
Image Classification#SVHN#Percentage error
Semantic Textual Similarity#STS14#Spearman Correlation
Multi-Person Pose Estimation#COCO test-dev#APL
Multi-Person Pose Estimation#COCO test-dev#APM
Neural Architecture Search#NAS-Bench-201, CIFAR-100#Accuracy (Test)
3D Instance Segmentation#S3DIS#mRec
Image Retrieval#In-Shop#R@1
Photo geolocation estimation#Im2GPS#Continent level (2500 km)
Graph Classification#MUTAG#Accuracy
Recommendation Systems#MovieLens 100K#RMSE (u1 Splits)
Word Sense Disambiguation#WiC-TSV#Task 1 Accuracy: general purpose
Real-Time Object Detection#COCO#inference time (ms)
3D Object Detection#KITTI Pedestrians Easy#AP
Real-time Instance Segmentation#MSCOCO#mask AP
Image Classification#MNIST#Accuracy
Image Clustering#CIFAR-10#Train set
Real-Time Object Detection#PASCAL VOC 2007#FPS
Pedestrian Detection#CityPersons#Bare MR^-2
Unsupervised Domain Adaptation#Duke to Market#rank-5
Semantic Segmentation#Cityscapes val#mIoU
Unsupervised Domain Adaptation#Duke to Market#rank-1
RGB Salient Object Detection#HKU-IS#MAE
Image Super-Resolution#Set5 - 4x upscaling#PSNR
Image Super-Resolution#FFHQ 256 x 256 - 4x upscaling#FID
Unsupervised Video Object Segmentation#DAVIS 2016#J&F
Crowd Counting#WorldExpo’10#Average MAE
Dense Object Detection#SKU-110K#AP75
Face Alignment#AFLW2000-3D#Mean NME
Generalized Zero-Shot Learning#SUN Attribute#Harmonic mean
Real-Time Semantic Segmentation#CamVid#Time (ms)
Emotion Recognition in Context#EMOTIC#mAP
Few-Shot Image Classification#OMNIGLOT - 1-Shot, 20-way#Accuracy
3D Human Pose Estimation#Human3.6M#Using 2D ground-truth joints
Spoken language identification#LRE07#30 sec
Recommendation Systems#MovieLens 20M#Recall@50
Stochastic Optimization#CIFAR-10 WRN-28-10 - 200 Epochs#Accuracy
Time Series Classification#PhysioNet Challenge 2012#AUC Stdev
Node Classification#PubMed with Public Split: fixed 20 nodes per class#Accuracy
summarization#DUC 2004 Task 1#ROUGE-L
6D Pose Estimation using RGB#LineMOD#Accuracy (ADD)
Person Search#CUHK-SYSU#Top-1
dependency_parsing#benchmark Vietnamese dependency treebank VnDT#LAS
3D Human Pose Estimation#MPI-INF-3DHP#3DPCK
summarization#DUC 2004 Task 1#ROUGE-2
summarization#DUC 2004 Task 1#ROUGE-1
Node Classification#PubMed (0.05%)#Accuracy
Link Prediction#WN18RR#Hits@10
Visual Question Answering#VCR (QA-R) test#Accuracy
Question Answering#Natural Questions (long)#F1
Person Re-Identification#CUHK03 detected#MAP
Atari Games#Atari 2600 Surround#Score
RGB-D Salient Object Detection#SIP#max F-Measure
Atari Games#Atari 2600 Boxing#Score
Visual Question Answering#DocVQA test#ANLS
Unsupervised Video Object Segmentation#DAVIS 2016#F-measure (Mean)
Traffic Prediction#METR-LA#MAE @ 12 step
Action Segmentation#GTEA#F1@25%
Person Re-Identification#PRID2011#Rank-20
Scene Text Detection#COCO-Text#F-Measure
Atari Games#Atari 2600 Bank Heist#Score
Node Classification#Cora (1%)#Accuracy
Monocular 3D Human Pose Estimation#Human3.6M#Average MPJPE (mm)
Neural Network Compression#CIFAR-10#Size (MB)
Object Counting#COCO count-test#mRMSE-nz
Question Answering#SQuAD2.0#EM
Facial Expression Recognition#FER2013#Accuracy
Image Classification#STL-10#Percentage correct
Question Answering#SQuAD2.0#F1
Unsupervised Domain Adaptation#Market to MSMT#mAP
machine_translation#The IWSLT 2015 Evaluation Campaign#BLEU
Scene Text Detection#ICDAR 2015#F-Measure
Text Classification#IMDb#Accuracy (2 classes)
Facial Landmark Detection#300W#NME
Unsupervised Domain Adaptation#Market to MSMT#rank-5
Language Modelling#Text8#Number of params
Unsupervised Domain Adaptation#Market to MSMT#rank-1
Link Prediction#FB15k#Hits@1
Node Classification#Texas#Accuracy
Atari Games#Atari 2600 River Raid#Score
Cross-View Image-to-Image Translation#Dayton (64×64) - aerial-to-ground#SSIM
Link Prediction#FB15k#Hits@3
Cross-Modal Retrieval#Flickr30k#Image-to-text R@10
Supervised Video Summarization#TvSum#F1-score (Canonical)
Few-Shot Image Classification#OMNIGLOT - 5-Shot, 5-way#Accuracy
Sequential Image Classification#Sequential CIFAR-10#Unpermuted Accuracy
Semi-Supervised Video Object Segmentation#DAVIS 2016#Jaccard (Recall)
Person Re-Identification#DukeMTMC-reID#Rank-1
Cross-Modal Retrieval#COCO 2014#Text-to-image R@10
Semantic Segmentation#Cityscapes test#Category mIoU
Person Re-Identification#DukeMTMC-reID#Rank-5
Image Super-Resolution#BSD100 - 2x upscaling#SSIM
Word Sense Disambiguation#Words in Context#Accuracy
Action Recognition#NTU RGB+D 120#Accuracy (Cross-Setup)
Node Classification#Pubmed#Training Split
Weakly Supervised Action Localization#THUMOS14#avg-mAP (0.1-0.9)
Layout-to-Image Generation#COCO-Stuff 64x64#Inception Score
Atari Games#Atari 2600 Venture#Score
Text Generation#MATH#Average Accuracy
Grayscale Image Denoising#BSD68 sigma15#PSNR
Visual Question Answering#VQA v2 test-std#other
Question Answering#CoQA#Out-of-domain
Semantic Textual Similarity#MRPC#Accuracy
Human-Object Interaction Detection#HICO-DET#Time Per Frame (ms)
Line Segment Detection#York Urban Dataset#sAP5
Recommendation Systems#MovieLens 20M#nDCG@100
Question Answering#RACE#RACE-h
Question Answering#RACE#RACE-m
Semantic Segmentation#Cityscapes test#Mean IoU (class)
Weakly Supervised Action Localization#THUMOS14#avg-mAP (0.1-0.5)
Superpixel Image Classification#75 Superpixel MNIST#Classification Error
Commonsense Reasoning for RL#commonsense-rl#Avg #Steps
Time Series Classification#PhysioNet Challenge 2012#AUC
Pose Transfer#Deep-Fashion#SSIM
Semi-Supervised Video Object Segmentation#DAVIS 2017 (val)#F-measure (Decay)
Image-to-Image Translation#Cityscapes Photo-to-Labels#Per-pixel Accuracy
text_classification#TREC#Error
Medical Image Segmentation#Kvasir-SEG#Average MAE
Speech Enhancement#CHiME-3#SDR
Head Pose Estimation#AFLW2000#MAE
Gesture-to-Gesture Translation#Senz3D#IS
Visual Question Answering#GQA Test2019#Plausibility
3D Object Detection#KITTI Cars Easy#AP
Image Clustering#MNIST-test#Accuracy
Time Series Classification#UWave#Accuracy
Visual Dialog#Visual Dialog v1.0 test-std#MRR (x 100)
Image-to-Image Translation#Cityscapes Photo-to-Labels#Class IOU
Task-Oriented Dialogue Systems#KVRET#BLEU
word_sense_disambiguation#SemEval 2015#F1
Image Relighting#VIDIT’20 validation set#LPIPS
Weakly-supervised 3D Human Pose Estimation#Human3.6M#Number of Views
JPEG Artifact Correction#ICB (Quality 10 Grayscale)#PSNR-B
Image Classification#ImageNet#Top 5 Accuracy
Image Clustering#CIFAR-10#Accuracy
Atari Games#Atari 2600 Up and Down#Score
Depth Estimation#NYU-Depth V2#RMS
Person Re-Identification#DukeMTMC-reID#MAP
Image Super-Resolution#WebFace - 8x upscaling#PSNR
Graph Classification#NCI1#Accuracy
Deblurring#GoPro#SSIM
Hate Speech Detection#HateXplain#Macro F1
Visual Question Answering#GQA Test2019#Validity
machine_translation#WMT 2014 EN-DE#BLEU
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#LPIPS
Visual Dialog#VisDial v0.9 val#MRR
Keyword Spotting#Google Speech Commands#Google Speech Commands V2 12
Grammatical Error Detection#FCE#F0.5
Facial Expression Recognition#AffectNet#Accuracy (7 emotion)
Emotion Recognition in Conversation#IEMOCAP#F1
Link Prediction#FB15k#Hits@10
JPEG Artifact Correction#ICB (Quality 10 Grayscale)#PSNR
Semi-Supervised Image Classification#CIFAR-10, 1000 Labels#Accuracy
Relation Extraction#NYT#F1
Semi-Supervised Semantic Segmentation#Pascal VOC 2012 12.5% labeled#Validation mIoU
Scene Text Detection#COCO-Text#Precision
Keyword Spotting#Google Speech Commands#Google Speech Commands V2 35
Weakly Supervised Action Localization#THUMOS’14#mAP@0.5
Object Detection#COCO test-dev#box AP
Word Sense Disambiguation#WiC-TSV#Task 1 Accuracy: domain specific
Image Super-Resolution#BSD100 - 4x upscaling#PSNR
Atari Games#Atari 2600 Name This Game#Score
Relation Extraction#ACE 2005#NER Micro F1
Data-to-Text Generation#LDC2017T10#BLEU
Self-Supervised Action Recognition#UCF101#Pre-Training Dataset
Pose Estimation#COCO test-dev#AR
Pose Estimation#COCO test-dev#AP
Graph Classification#NEURON-MULTI#Accuracy
Relation Extraction#ACE 2005#Sentence Encoder
Image Generation#ImageNet 32x32#bpd
relation_prediction#FB15K-237#MRR
Action Recognition#HMDB-51#Average accuracy of 3 splits
Action Recognition#AVA v2.2#mAP
ccg_supertagging#CCGBank#Accuracy
Data-to-Text Generation#E2E NLG Challenge#BLEU
Atari Games#Atari 2600 Star Gunner#Score
Visual Question Answering#VCR (Q-A) test#Accuracy
Scene Text Detection#SCUT-CTW1500#F-Measure
Video Semantic Segmentation#Cityscapes val#mIoU
Action Recognition#Something-Something V1#Top 1 Accuracy
Link Prediction#FB15k-237#Hits@3
Link Prediction#FB15k-237#Hits@1
Text Classification#Yahoo! Answers#Accuracy
Partial Domain Adaptation#Office-Home#Accuracy (%)
6D Pose Estimation using RGB#Occlusion LineMOD#Mean ADD
Image Generation#CIFAR-10#bits/dimension
Graph Regression#ZINC-500k#MAE
Intent Detection#ATIS#F1
Human Part Segmentation#PASCAL-Part#mIoU
relation_prediction#WN18RR#H@10
Image Retrieval with Multi-Modal Query#MIT-States#Recall@10
Intent Detection#SNIPS#Slot F1 Score
taxonomy_learning#SemEval 2018#P@5
Video Instance Segmentation#YouTube-VIS validation#mask AP
Face Detection#WIDER Face (Hard)#AP
Image-to-Image Translation#ADE20K-Outdoor Labels-to-Photos#mIoU
Scene Text Detection#ICDAR 2013#Recall
Unsupervised Person Re-Identification#Market-1501#Rank-1
dependency_parsing#Penn Treebank#POS
question_answering#CNN / Daily Mail#Accuracy on CNN
Optical Flow Estimation#KITTI 2015#Fl-all
Semantic Segmentation#PASCAL VOC 2012 val#mIoU
Named Entity Recognition#CoNLL++#F1
Question Answering#bAbi#Accuracy (trained on 1k)
Time Series Classification#Libras#NLL
Dense Pixel Correspondence Estimation#HPatches#Viewpoint II AEPE
Image Clustering#MNIST-full#NMI
Machine Translation#WMT2015 English-German#BLEU score
3D Face Reconstruction#NoW Benchmark#Mean Reconstruction Error (mm)
Semantic Segmentation#PASCAL VOC 2012 test#Mean IoU
Relation Extraction#CoNLL04#RE+ Macro F1
Pose Estimation#UPenn Action#Mean PCK@0.2
Conversational Response Selection#DSTC7 Ubuntu#1-of-100 Accuracy
Image Classification#WebVision-1000#Top-1 Accuracy
Atari Games#Atari 2600 Yars Revenge#Score
JPEG Artifact Correction#ICB (Quality 10 Color)#PSNR-B
Temporal Action Localization#ActivityNet-1.3#mAP IOU@0.5
Unsupervised Video Object Segmentation#DAVIS 2016#Jaccard (Mean)
Image Super-Resolution#Urban100 - 2x upscaling#SSIM
Visual Question Answering#GQA Test2019#Open
Single Image Deraining#Rain100L#SSIM
Entity Linking#WiC-TSV#Task 3 Accuracy: general purpose
Scene Text Detection#MSRA-TD500#F-Measure
Mortality Prediction#MIMIC-III#F1 score
Video Retrieval#MSR-VTT-1kA#text-to-video Mean Rank
Node Classification#Actor#Accuracy
language_modeling#Penn Treebank#Test perplexity
Gesture-to-Gesture Translation#Senz3D#PSNR
Image Generation#CLEVR#FID-5k-training-steps
Self-Supervised Image Classification#ImageNet#Top 1 Accuracy (kNN, k=20)
Fine-Grained Image Classification#CUB-200-2011#Accuracy
Lung Nodule Classification#LIDC-IDRI#Accuracy
Link Prediction#Pubmed#AP
Pedestrian Detection#CityPersons#Reasonable MR^-2
Link Prediction#WN18#MRR
Face Identification#MegaFace#Accuracy
Domain Adaptation#VisDA2017#Accuracy
Face Verification#MegaFace#Accuracy
Question Answering#YahooCQA#MRR
Scene Text Detection#COCO-Text#Recall
Video Frame Interpolation#Vimeo90k#PSNR
RGB Salient Object Detection#DUT-OMRON#MAE
Image Retrieval with Multi-Modal Query#MIT-States#Recall@5
Image Retrieval with Multi-Modal Query#MIT-States#Recall@1
Gesture-to-Gesture Translation#NTU Hand Digit#PSNR
Image Retrieval#SOP#R@1
Multi-Label Classification#MS-COCO#mAP
Keyword Spotting#Google Speech Commands#Google Speech Commands V1 12
3D Human Pose Estimation#MPI-INF-3DHP#AUC
Lipreading#CAS-VSR-W1k (LRW-1000)#Top-1 Accuracy
Weakly-Supervised Semantic Segmentation#PASCAL VOC 2012 val#Mean IoU
Machine Translation#WMT2016 German-English#BLEU score
Video Retrieval#MSR-VTT#video-to-text R@5
Visual Question Answering#MSRVTT-QA#Accuracy
Domain Generalization#ImageNet-A#Top-1 accuracy %
Action Recognition#Jester#Val
Image Super-Resolution#Set5 - 8x upscaling#PSNR
Semi-Supervised Image Classification#STL-10, 1000 Labels#Accuracy
Image Super-Resolution#Manga109 - 8x upscaling#PSNR
Visual Question Answering#VQA v2 test-std#overall
RGB-D Salient Object Detection#DES#max F-Measure
Image Clustering#Fashion-MNIST#Accuracy
Semantic Segmentation#PASCAL Context#mIoU
Semantic Similarity#SICK#MSE
Retinal Vessel Segmentation#STARE#F1 score
Image Super-Resolution#FFHQ 1024 x 1024 - 4x upscaling#FID
Machine Translation#WMT2014 English-German#BLEU score
3D Object Detection#KITTI Cars Hard val#AP
Image Super-Resolution#Urban100 - 4x upscaling#PSNR
3D Human Pose Estimation#Human3.6M#Multi-View or Monocular
Relation Extraction#CoNLL04#NER Macro F1
Image Super-Resolution#BSD100 - 4x upscaling#MOS
Semi-Supervised Image Classification#ImageNet - 1% labeled data#Top 5 Accuracy
Weakly-Supervised Semantic Segmentation#PASCAL VOC 2012 test#Mean IoU
Node Classification#PATTERN 100k#Accuracy (%)
Node Classification#MAG240M-LSC#Validation Accuracy
Image Generation#FFHQ#FID-10k-training-steps
relation_prediction#WN18RR#MRR
Fine-Grained Image Classification#DF20#Top-1
Fine-Grained Image Classification#DF20#Top-3
Word Sense Disambiguation#WiC-TSV#Task 1 Accuracy: all
3D Multi-Person Pose Estimation (root-relative)#MuPoTS-3D#3DPCK
Medical Image Segmentation#Kvasir-SEG#mean Dice
Video Retrieval#MSR-VTT#text-to-video R@1
RGB-D Salient Object Detection#LFSD#S-Measure
Semantic Textual Similarity#STS16#Spearman Correlation
RGB-D Salient Object Detection#STERE#max F-Measure
Semi-Supervised Video Object Segmentation#DAVIS 2016#F-measure (Recall)
Sentiment Analysis#TweetEval#Emotion
Neural Architecture Search#CIFAR-10#FLOPS
Atari Games#Atari 2600 Kangaroo#Score
Lane Detection#TuSimple#F1 score
Session-Based Recommendations#Diginetica#Hit@20
Atari Games#Atari 2600 Seaquest#Score
Neural Architecture Search#NAS-Bench-201, CIFAR-10#Search time (s)
Graph Classification#PROTEINS#Accuracy
Common Sense Reasoning#SWAG#Test
Multi-Object Tracking#MOT16#MOTA
Semi-Supervised Video Object Segmentation#DAVIS 2016#Jaccard (Decay)
Visual Question Answering#VQA v2 test-std#number
Object Detection#COCO minival#APL
Object Detection#COCO minival#APM
Object Detection#COCO minival#APS
Atari Games#Atari 2600 Krull#Score
JPEG Artifact Correction#LIVE1 (Quality 10 Color)#PSNR
Cross-Lingual Document Classification#MLDoc Zero-Shot English-to-German#Accuracy
RGB-D Salient Object Detection#DES#max E-Measure
Node Classification#PubMed (0.1%)#Accuracy
Link Prediction#WN18#MR
Semi-Supervised Image Classification#CIFAR-10, 40 Labels#Percentage error
Scene Text Detection#ICDAR 2013#F-Measure
Image Super-Resolution#Set5 - 2x upscaling#SSIM
Transfer Learning#Office-Home#Accuracy
JPEG Artifact Correction#ICB (Quality 20 Color)#PSNR-B
Image Classification#smallNORB#Classification Error
Image Super-Resolution#Manga109 - 2x upscaling#SSIM
Object Detection#USB (Standard USB 1.0 protocol)#mCAP
Deblurring#RealBlur-J (trained on GoPro)#PSNR (sRGB)
JPEG Artifact Correction#ICB (Quality 20 Grayscale)#PSNR-B
Aspect-Based Sentiment Analysis#SemEval 2014 Task 4 Sub Task 2#Mean Acc (Restaurant + Laptop)
Node Classification#Chameleon#Accuracy
Question Answering#CoQA#Overall
Visual Object Tracking#VOT2017/18#Expected Average Overlap (EAO)
Hate Speech Detection#HateXplain#AUROC
Node Classification#CiteSeer (0.5%)#Accuracy
Age-Invariant Face Recognition#CACDVS#Accuracy
Layout-to-Image Generation#COCO-Stuff 64x64#FID
Image Clustering#STL-10#NMI
JPEG Artifact Correction#ICB (Quality 20 Grayscale)#SSIM
Graph Classification#D&D#Accuracy
Text Summarization#GigaWord#ROUGE-L
RGB Salient Object Detection#DUTS-TE#MAE
Natural Language Inference#SNLI#% Test Accuracy
Text Summarization#GigaWord#ROUGE-1
Text Summarization#GigaWord#ROUGE-2
Unsupervised Domain Adaptation#Market to MSMT#rank-10
Surgical tool detection#Cholec80#mAP
RGB-D Salient Object Detection#NLPR#S-Measure
Semantic Textual Similarity#STS15#Spearman Correlation
Named Entity Recognition#Ontonotes v5 (English)#F1
Unsupervised Domain Adaptation#Market to Duke#rank-1
Heterogeneous Node Classification#DBLP (PACT) 14k#Micro-F1 (20% training data)
Unsupervised Domain Adaptation#Market to Duke#rank-5
Atari Games#Atari 2600 Berzerk#Score
Image Super-Resolution#FFHQ 512 x 512 - 4x upscaling#LLE
Image Classification#ImageNet#Number of params
Face Detection#WIDER Face (Easy)#AP
Action Classification#Kinetics-600#Top-1 Accuracy
Image Super-Resolution#FFHQ 256 x 256 - 4x upscaling#SSIM
question_answering#Quasar#F1 (Quasar-T)
Visual Object Tracking#OTB-2015#AUC
Text Simplification#Newsela#SARI
Action Classification#Kinetics-700#Top-5 Accuracy
Language Modelling#Text8#Bit per Character (BPC)
Image Super-Resolution#Urban100 - 8x upscaling#PSNR
Out-of-Distribution Detection#STL-10#Percentage correct
Dense Pixel Correspondence Estimation#HPatches#Viewpoint I AEPE
Object Detection#COCO minival#AP50
Semi-Supervised Semantic Segmentation#Pascal VOC 2012 5% labeled#Validation mIoU
Node Classification#Cora#Accuracy
Aesthetics Quality Assessment#AVA#Accuracy
Named Entity Recognition#ACE 2005#F1
Instance Segmentation#COCO test-dev#APS
taxonomy_learning#SemEval 2018#MRR
Fake News Detection#FNC-1#Per-class Accuracy (Disagree)
Instance Segmentation#COCO test-dev#APM
Instance Segmentation#COCO test-dev#APL
Entity Alignment#DBP15k zh-en#Hits@1
Object Detection#COCO minival#AP75
language_modeling#1B Words / Google Billion Word benchmark#Number of params
Action Segmentation#GTEA#F1@50%
Action Classification#Moments in Time#Top 5 Accuracy
Question Answering#Children's Book Test#Accuracy-NE
Cross-Modal Retrieval#COCO 2014#Image-to-text R@1
Action Recognition#Sports-1M#Video hit@1
Action Recognition#Sports-1M#Video hit@5
Time Series Classification#PEMS#Accuracy
Real-Time Semantic Segmentation#NYU Depth v2#Speed(ms/f)
Cross-Modal Retrieval#COCO 2014#Image-to-text R@5
Word Sense Disambiguation#Supervised:#Senseval 3
Word Sense Disambiguation#Supervised:#Senseval 2
Image-to-Image Translation#Cityscapes Labels-to-Photo#Per-class Accuracy
Image Super-Resolution#Manga109 - 4x upscaling#PSNR
Retinal Vessel Segmentation#CHASE_DB1#AUC
Atari Games#Atari 2600 Frostbite#Score
Vision and Language Navigation#VLN Challenge#oracle success
Relation Extraction#WebNLG#F1
Drug Discovery#Tox21#AUC
Image Generation#FFHQ 256 x 256#FID
Question Answering#TriviaQA#F1
Semi-Supervised Semantic Segmentation#Pascal VOC 2012 2% labeled#Validation mIoU
Semantic Textual Similarity#STS12#Spearman Correlation
Fine-Grained Image Classification#DF20#F1 - macro
Few-Shot Image Classification#FC100 5-way (1-shot)#Accuracy
Speech Recognition#swb_hub_500 WER fullSWBCH#Percentage error
Speech Recognition#MediaSpeech#WER for French
Image Classification#EMNIST-Letters#Accuracy
Time Series Classification#NetFlow#Accuracy
Text Style Transfer#Yelp Review Dataset (Small)#G-Score (BLEU, Accuracy)
Self-Supervised Action Recognition#HMDB51#Top-1 Accuracy
Semantic Textual Similarity#STS13#Spearman Correlation
Link Prediction#Cora#AP
Relation Extraction#SemEval-2010 Task 8#F1
Incremental Learning#CIFAR-100 - 50 classes + 5 steps of 10 classes#Average Incremental Accuracy
Cross-View Image-to-Image Translation#cvusa#SSIM
Speech Recognition#MediaSpeech#WER for Arabic
Person Search#PRW#Top-1
Image Clustering#CIFAR-100#NMI
Face Verification#YouTube Faces DB#Accuracy
Named Entity Recognition#CoNLL 2002 (Dutch)#F1
Image Super-Resolution#VggFace2 - 8x upscaling#PSNR
Lesion Segmentation#Anatomical Tracings of Lesions After Stroke (ATLAS)#Recall
Synthetic-to-Real Translation#GTAV-to-Cityscapes Labels#mIoU
Fine-Grained Image Classification#Oxford-IIIT Pets#Accuracy
Image Classification#Fashion-MNIST#Percentage error
Question Answering#Children's Book Test#Accuracy-CN
Action Recognition#Something-Something V2#Top-5 Accuracy
Atari Games#Atari 2600 Fishing Derby#Score
Question Answering#NarrativeQA#BLEU-4
Question Answering#NarrativeQA#BLEU-1
Text Classification#20NEWS#Accuracy
Image Denoising#DND#PSNR (sRGB)
Visual Object Tracking#VOT2016#Expected Average Overlap (EAO)
Semi-Supervised Image Classification#SVHN, 500 Labels#Accuracy
sentiment_analysis#IMDb#Accuracy
Unsupervised Person Re-Identification#DukeMTMC-reID#Rank-10
Nested Mention Recognition#ACE 2005#F1
Domain Adaptation#SVHN-to-MNIST#Accuracy
Object Detection#COCO minival#box AP
Action Recognition#EPIC-KITCHENS-100#GFLOPs
Music Transcription#MusicNet#APS
Semi-Supervised Image Classification#CIFAR-10, 4000 Labels#Accuracy
Hate Speech Detection#Ethos MultiLabel#Hamming Loss
Action Classification#Kinetics-600#GFLOPs
Semi-Supervised Semantic Segmentation#Cityscapes 25% labeled#Validation mIoU
Face Alignment#300W#Fullset (public)
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