cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bxomuy
title: Occurrence Download

description: A dataset containing 7811 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Rhus typhina L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7811 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018645-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yugb6h
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "TaxonKey is Cololabis adocetus Böhlke, 1951"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154179-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wckszw
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "HasCoordinate is true",
 "TaxonKey is Abies cephalonica Loudon",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 100 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018646-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bb7u3w
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cladaster analogus Fisher, 1940"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188008-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y0yjml
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-104.95744 17.794,-95.50915 17.794,-95.50915 20.98301,-104.95744 20.98301,-104.95744 17.794))",
 "HasCoordinate is true",
 "TaxonKey is Sorex monticolus Merriam, 1890",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018646-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyvmuj
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.29983 3.14498,-58.44731 3.14498,-58.44731 12.69092,-82.29983 12.69092,-82.29983 3.14498))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Potamorhina laticeps (Valenciennes, 1850)"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055393-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.06dlxy
title: Occurrence Download

description: A dataset containing 62086926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((32.16797 70.25945,26.19141 72.1818,-13.53516 59.17593,-11.07422 49.38237,23.37891 47.98992,32.16797 70.25945))",
 "TaxonKey is Magnoliopsida",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 62086926 records from 1460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018647-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu22qb
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-102.25686 18.69103,-96.19742 18.69103,-96.19742 20.33795,-102.25686 20.33795,-102.25686 18.69103))",
 "HasCoordinate is true",
 "TaxonKey is Sorex ventralis Merriam, 1895",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018647-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxvkh7
title: Occurrence Download

description: A dataset containing 1101108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catharus ustulatus (Nuttall, 1840)"
 ]
}

 The dataset includes 1101108 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154182-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhmtbx
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lotus glareosus Boiss. & Reut.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 402 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001379-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7g2fsq
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerastium pallens (F.W.Schultz) F.W.Schultz"
 ]
}

 The dataset includes 94 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140088-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9trxej
title: Occurrence Download

description: A dataset containing 884804594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America"
 ]
}

 The dataset includes 884804594 records from 1186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001381-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7dqlx
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphodromantis viridis Forskal, 1775"
 ]
}

 The dataset includes 651 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044632-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3xgn1
title: Occurrence Download

description: A dataset containing 16922 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rangifer tarandus (Linnaeus, 1758)"
 ]
}

 The dataset includes 16922 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044632-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcft5n
title: Occurrence Download

description: A dataset containing 9683 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agamia agami (Gmelin, 1789)"
 ]
}

 The dataset includes 9683 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001389-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwqp3c
title: Occurrence Download

description: A dataset containing 8459 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Giraffa Brisson, 1762"
 ]
}

 The dataset includes 8459 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095858-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ivl9ei
title: Occurrence Download

description: A dataset containing 5390097 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Year 2007-2009",
 "HasCoordinate is true",
 "TaxonKey is Insecta",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5390097 records from 1505 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044635-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/r5u62yth
title: Pali: A Jointly-Scaled Multilingual Language-Image Model

description: This paper proposes a method called Pali, which jointly scales visual and vision-language representation learning.
DOI: 10.57702/argob6go
title: Wikipedia2 and Aozorabunko datasets

description: Wikipedia2 and Aozorabunko datasets used for pre-training of PnG BERT model.
DOI: 10.57702/x7hfpwj9
title: Aozorabunko dataset

description: Aozorabunko dataset used for pre-training of PnG BERT model.
DOI: 10.57702/8zok58vi
title: Design What You Desire: Icon Generation from Orthogonal Application and Theme Labels

description: A novel icon generation task where icons are required to be generated conditioned on both app and theme labels.
DOI: 10.57702/qjzgspsm
title: DeepSVG: A hierarchical generative network for vector graphics animation

description: A hierarchical generative network for vector graphics animation.
DOI: 10.57702/ttolhgzq
title: Experimental trajectories of endosomes

description: Experimental trajectories of endosomes in a stable MRC5 cell line expressing GFP-Rab5
DOI: 10.57702/dqja6ebz
title: ConnectomDB

description: The dataset used for automatic segmentation of the human claustrum using U-Net CNN model.
DOI: 10.6084/m9.figshare.c.3645341_d9.v1
title: Additional file 9: File S6 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: Viral Blast analysis. (XLS 110Â kb)
DOI: 10.6084/m9.figshare.c.3645341_d7.v1
title: Additional file 10: File S7 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: WGS meningioma. (XLS 61Â kb)
DOI: 10.57702/84jdztzw
title: DDoS Attack Events

description: The dataset used in this paper is a collection of 57 DDoS attack events captured at 5 cloud IPs from a major cloud provider.
DOI: 10.6084/m9.figshare.c.3645341_d6.v1
title: Additional file 3: File S1. of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: TCGA GBM RNA. (XLS 374Â kb)
DOI: 10.6084/m9.figshare.c.3645341_d4.v1
title: Additional file 7: File S4 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: TCGA LGG RNA. (XLSX 546Â kb)
DOI: 10.6084/m9.figshare.c.3645341_d5.v1
title: Additional file 8: File S5 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: TCGA GBM DNA. (XLS 2545Â kb)
DOI: 10.6084/m9.figshare.c.3645341_d3.v1
title: Additional file 6: File S3 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: Other studies. (XLS 3154Â kb)
DOI: 10.6084/m9.figshare.c.3645341_d2.v1
title: Additional file 11: File S8 of A comprehensive next generation sequencing-based virome assessment in brain tissue suggests no major virus - tumor association

description: LGG clinical data. (XLSX 38Â kb)
DOI: 10.57702/p9l959ok
title: Crash road function dataset

description: Two new annotated image datasets were developed to support the crash scene classiﬁcation and road function classiﬁcation.
DOI: 10.57702/ywikwf0f
title: SlideSegmenter dataset

description: A dataset of 200 whole slide images (WSIs) of H&E stained skin biopsies and excisions with melanocytic lesions.
DOI: 10.6084/m9.figshare.c.3645278_d1.v1
title: Additional file 2: Table S9. of A Bayesian model for detection of high-order interactions among genetic variants in genome-wide association studies

description: QTL regions related to protein/oil contents (XLSX 19 kb)
DOI: 10.57702/xk0hpg78
title: F-CAM: Full Resolution Class Activation Maps via Guided Parametric Upscaling

description: Class Activation Mapping (CAM) methods have recently gained much attention for weakly-supervised object localization (WSOL) tasks. They allow for CNN visualization and interpretation without training on fully annotated image datasets.
DOI: 10.57702/bzohrhp7
title: Caltech

description: The Caltech dataset is a benchmark for pedestrian detection, consisting of approximately 10 hours of video taken from a vehicle driving through Los Angeles.
DOI: 10.57702/qhbmtyy6
title: EscherNet: A Generative Model for Scalable View Synthesis

description: EscherNet is a multi-view conditioned diffusion model designed for scalable view synthesis. It leverages Stable Diffusion's 2D architecture empowered by the innovative Camera Positional Embedding (CaPE), EscherNet adeptly learns implicit 3D representations from varying number of reference views, achieving consistent 3D novel view synthesis.
DOI: 10.57702/774kjftu
title: Objaverse-1.0

description: Objaverse-1.0 is a large-scale 3D object dataset containing 800K objects.
DOI: 10.57702/met9lm0e
title: Google Scanned Objects dataset (GSO)

description: Google Scanned Objects dataset (GSO) is a dataset of 3D scanned household items.
DOI: 10.57702/06vp56te
title: Ultrafeedback

description: The dataset used in the paper is Ultrafeedback, which is a preference dataset that contains 63k preference pairs sampled from models other than the SFT model.
DOI: 10.57702/fqx2uypf
title: Alpaca Eval 2

description: The dataset used in the paper is Alpaca Eval 2, which is an automated metric that measures LLMs' alignment with human preferences.
DOI: 10.57702/fe7w0o4l
title: MT-bench

description: The dataset used in the paper is MT-bench, which is an LLM-based automated evaluation metric comprising 80 challenging questions.
DOI: 10.6084/m9.figshare.c.3643055_d4.v1
title: Additional file 9: of Potential contribution of the uterine microbiome in the development of endometrial cancer

description: Cohort age differential subset analysis. (XLS 33 kb)
DOI: 10.57702/fvw9u5hm
title: Real-time Geometry, Albedo, and Motion Reconstruction using a Single RGB-D Camera

description: Real-time geometry, albedo, and motion reconstruction using a single RGB-D camera
DOI: 10.57702/i4unsadm
title: ATOMICS-2 dataset

description: The dataset used for testing the reinforcement learning agent for medical alarm annotation.
DOI: 10.6084/m9.figshare.c.3642818_d5.v1
title: Additional file 4: Table S4. of Microarray analysis of Long non-coding RNA expression profiles in human gastric cells and tissues with Helicobacter pylori Infection

description: KEGG Pathway analysis of aberrantly expressed mRNAs. (XLSX 32Â kb)
DOI: 10.6084/m9.figshare.c.3642818_d4.v1
title: Additional file 2: Table S2. of Microarray analysis of Long non-coding RNA expression profiles in human gastric cells and tissues with Helicobacter pylori Infection

description: Aberrantly expressed lncRNAs and mRNAs in GES-1 cells infected by H.pylori. (XLSX 621Â kb)
DOI: 10.57702/t3xuhc1t
title: Minecraft Corpus Dataset

description: The Minecraft Corpus dataset is used for collaborative building tasks, where an architect collaborates with a builder to create a specific structure.
DOI: 10.6084/m9.figshare.c.3642818_d3.v1
title: Additional file 3: Table S3. of Microarray analysis of Long non-coding RNA expression profiles in human gastric cells and tissues with Helicobacter pylori Infection

description: GO analysis of aberrantly expressed mRNAs. (XLSX 24Â kb)
DOI: 10.57702/4nkgnfu0
title: Kirby21 dataset

description: The Kirby21 dataset is used for Magnetic Resonance Imaging (MRI) reconstruction. It consists of 5460 slices of size 256x256 taken from 42 T1-weighted MPRAGE volumes.
DOI: 10.57702/1apav06d
title: FLIC

description: Human pose estimation dataset
DOI: 10.57702/h9ar5rqz
title: HiMFR: A Hybrid Masked Face Recognition Through Face Inpainting

description: The proposed HiMFR method is tested with four publicly available datasets: CelebA, SSDMNV2, MAFA, Pubﬁg83 and our collected Face5 dataset.
DOI: 10.57702/dggwyhrr
title: Pubﬁg83

description: Pubﬁg83 dataset contains around 83 classes and each class contains around 100 images.
DOI: 10.57702/w99wy3be
title: WebRPG: Automatic Web Rendering Parameters Generation for Visual Presentation

description: The WebRPG dataset is a collection of web pages with their corresponding rendering parameters.
DOI: 10.57702/ih3k0ssk
title: Human Activity Recognition Using Smartphones Dataset (UCI HAR)

description: Human Activity Recognition Using Smartphones Dataset (UCI HAR) includes 3-axial linear acceleration, 3-axial angular velocity, and gyroscope sensor data.
DOI: 10.57702/zvd8w2sa
title: Atlantis

description: Computed tomography (CT) images of head for intracranial hemorrhage detection
DOI: 10.57702/hajo23u2
title: Parallelizing Autoregressive Generation with Variational State Space Models

description: The MNIST and CIFAR datasets are used to evaluate the proposed Variational State Space Model (VSSM) for autoregressive generation.
DOI: 10.57702/et475v45
title: DiDeMo: A Large-Scale Video Dataset for Human Activity Understanding

description: DiDeMo is a large-scale video dataset for human activity understanding.
DOI: 10.57702/gpemg701
title: LSMDC: A Large-Scale Video Benchmark for Human Activity Understanding

description: LSMDC is a large-scale video dataset for human activity understanding.
DOI: 10.6084/m9.figshare.c.3640946_d4.v1
title: Additional file 11: Table S6. of Integrative transcriptome network analysis of iPSC-derived neurons from schizophrenia and schizoaffective disorder patients with 22q11.2 deletion

description: Is a table listing enriched GO terms of the co-expression networks in different regions of the embryonic and adolescence brains. (XLS 482Â kb)
DOI: 10.15468/dl.gb92eb
title: Occurrence Download

description: A dataset containing 809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philinidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 809 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037112-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/9hedrpnv
title: Urban Anomaly Analytics: Description, Detection, and Prediction

description: This dataset contains urban anomalies such as traffic congestion.
DOI: 10.6084/m9.figshare.c.3640946_d3.v1
title: Additional file 6: Table S3. of Integrative transcriptome network analysis of iPSC-derived neurons from schizophrenia and schizoaffective disorder patients with 22q11.2 deletion

description: Is a table listing the entire gene list with corrected expression values. (XLS 5575Â kb)
DOI: 10.57702/0xqiifni
title: DOTA, HRSC2016, and UCAS-AOD datasets

description: The DOTA, HRSC2016, and UCAS-AOD datasets are used for evaluating the proposed DARDet.
DOI: 10.6084/m9.figshare.c.3640931_d1.v1
title: Additional file 1: of Visualizing tumor evolution with the fishplot package for R

description: FigureÂ 1 example: The code and data used to produce Fig.Â 1. (R 2Â kb)
DOI: 10.6084/m9.figshare.c.3640931_d2.v1
title: Additional file 2: of Visualizing tumor evolution with the fishplot package for R

description: Analysis Pipeline example: an example that uses the sciClone, clonevol, and fishplot packages to take data from raw somatic variant calls through subclonal detection, phylogeny inference, and fishplot creation. (ZIP 29Â kb)
DOI: 10.57702/amx6uipc
title: SALYPATH: A DEEP-BASED ARCHITECTURE FOR VISUAL ATTENTION PREDICTION

description: Human vision is naturally more attracted by some regions within their field of view than others. This intrinsic selectivity mechanism, so-called visual attention, is inﬂuenced by both high- and low-level factors; such as the global environment (illumination, background texture, etc.), stimulus characteristics (color, intensity, orientation, etc.), and some prior visual information.
DOI: 10.6084/m9.figshare.c.3640871_d1.v1
title: Additional file 1: of FGFR3 gene mutation plus GRB10 gene duplication in a patient with achondroplasia plus growth delay with prenatal onset

description: Supplemental Tables S1, S2 and S3. (XLSX 16Â kb)
DOI: 10.57702/mroykqsh
title: SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data

description: Synthetic data generated from a conditional Gaussian distribution to establish a reference characterizing the robustness-accuracy tradeoff based on the Bayes optimal linear classifiers.
DOI: 10.57702/gr4n76ko
title: SafeDecoding dataset

description: The dataset used in the SafeDecoding paper, which contains 32 harmful queries spanning 16 harmful categories.
DOI: 10.57702/duh1gofn
title: FocusCLIP: Multimodal Subject-Level Guidance for Zero-Shot Transfer in Human-Centric Tasks

description: FocusCLIP: Multimodal Subject-Level Guidance for Zero-Shot Transfer in Human-Centric Tasks. This paper introduces FocusCLIP, an enhancement for CLIP pretraining using a new ROI encoder. This encoder uses heatmaps to help the model focus on key image areas, improving performance.
DOI: 10.57702/p8yci9lm
title: MPII Pose Descriptions Dataset

description: The MPII Pose Descriptions Dataset is a dataset created in this paper, containing up to four pose descriptions for each annotated image.
DOI: 10.57702/wspn5nhz
title: U2-Net: A Bayesian U-Net Model for Photoreceptor Layer Segmentation in Pathological OCT Scans

description: A dataset of pathological OCT scans for photoreceptor layer segmentation
DOI: 10.57702/uhw7khev
title: ActivityNet1.2

description: The ActivityNet1.2 dataset is a large-scale benchmark for action recognition and localization in videos.