Datasets:
Tasks:
Visual Question Answering
Modalities:
Image
Subtasks:
visualquestionanswering
Languages:
English
ArXiv:
License:
Dataset Preview
View in Dataset Viewer
Viewer
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
Job manager was killed while running this job (job exceeded maximum duration).
Error code: JobManagerExceededMaximumDurationError
Need help to make the dataset viewer work? Open a discussion for direct support.
template
string  id
string  question
string  image
image  label
int64 

adversarial  CLEVR_train_000000.png  Subtract all brown blocks. Subtract all red balls. How many blocks are left?  3 

adversarial  CLEVR_train_000000.png  Subtract all cyan cubes. How many red spheres are left?  0 

adversarial  CLEVR_train_000000.png  Add 5 big browns. How many large greens exist?  0 

subtractionmultihop  CLEVR_train_000000.png  Subtract all green metallic cylinders. Subtract all cyan blocks. How many objects are left?  4 

addition  CLEVR_train_000000.png  Add 4 metallic balls. How many metallic balls are left?  5 

addition  CLEVR_train_000000.png  Add 1 tiny rubber objects. How many tiny rubber objects exist?  3 

addition  CLEVR_train_000000.png  Add 3 green cylinders. How many objects exist?  9 

subtraction  CLEVR_train_000000.png  Subtract all brown cylinders. How many cylinders are left?  1 

subtraction  CLEVR_train_000000.png  Subtract all small cyan rubber cubes. How many cubes are left?  2 

subtraction  CLEVR_train_000000.png  Subtract 0 green blocks. How many objects are left?  6 

subtraction  CLEVR_train_000001.png  Subtract all balls. How many objects are left?  4 

subtraction  CLEVR_train_000001.png  Subtract 1 cylinders. How many cylinders are left?  0 

adversarial  CLEVR_train_000001.png  Subtract all purple cylinders. Subtract all blue blocks. How many cylinders are left?  1 

adversarial  CLEVR_train_000001.png  Subtract all red cylinders. How many brown cubes are left?  1 

subtractionmultihop  CLEVR_train_000001.png  Subtract all green spheres. Subtract all big blue objects. How many objects are left?  7 

addition  CLEVR_train_000001.png  Add 5 tiny yellow shiny things. How many tiny yellow shiny things are left?  6 

addition  CLEVR_train_000001.png  Add 4 brown rubber objects. How many brown rubber objects exist?  5 

addition  CLEVR_train_000001.png  Add 1 brown cubes. How many objects exist?  10 

subtraction  CLEVR_train_000001.png  Subtract all green spheres. How many spheres are left?  4 

subtraction  CLEVR_train_000001.png  Subtract all small green rubber spheres. How many spheres are left?  4 

subtraction  CLEVR_train_000002.png  Subtract 1 yellow spheres. How many objects are left?  2 

subtraction  CLEVR_train_000002.png  Subtract all balls. How many objects are left?  1 

subtraction  CLEVR_train_000002.png  Subtract 1 spheres. How many spheres are left?  1 

adversarial  CLEVR_train_000002.png  Subtract all yellow cubes. Subtract all yellow cylinders. How many cubes are left?  1 

adversarial  CLEVR_train_000002.png  Subtract all red cylinders. How many cyan balls are left?  0 

subtractionmultihop  CLEVR_train_000002.png  Subtract all blue rubber cubes. Subtract all cylinders. How many objects are left?  2 

addition  CLEVR_train_000002.png  Add 2 blue objects. How many blue objects are left?  3 

addition  CLEVR_train_000002.png  Add 2 blue rubber blocks. How many blue rubber blocks exist?  3 

addition  CLEVR_train_000002.png  Add 3 blue blocks. How many objects exist?  6 

subtraction  CLEVR_train_000002.png  Subtract all yellow balls. How many balls are left?  1 

subtraction  CLEVR_train_000003.png  Subtract all purple cubes. How many were subtracted if there are1purple cubes left?  1 

subtraction  CLEVR_train_000003.png  Subtract all small brown matte blocks. How many blocks are left?  4 

subtraction  CLEVR_train_000003.png  Subtract 2 purple blocks. How many objects are left?  8 

subtraction  CLEVR_train_000003.png  Subtract all cylinders. How many objects are left?  8 

subtraction  CLEVR_train_000003.png  Subtract 1 blocks. How many blocks are left?  4 

adversarial  CLEVR_train_000003.png  Subtract all yellow cylinders. Subtract all purple blocks. How many cylinders are left?  2 

adversarial  CLEVR_train_000003.png  Subtract all brown spheres. How many cyan cylinders are left?  1 

subtractionmultihop  CLEVR_train_000003.png  Subtract all purple cubes. Subtract all green things. How many objects are left?  7 

addition  CLEVR_train_000003.png  Add 8 purple rubber objects. How many purple rubber objects are left?  10 

addition  CLEVR_train_000003.png  Add 1 big gray metal cylinders. How many big gray metal cylinders exist?  2 

addition  CLEVR_train_000004.png  Add 2 shiny cylinders. How many objects exist?  5 

subtraction  CLEVR_train_000004.png  Subtract 0 gray cylinders. How many objects are left?  3 

subtraction  CLEVR_train_000004.png  Subtract all balls. How many objects are left?  2 

subtraction  CLEVR_train_000004.png  Subtract 1 spheres. How many spheres are left?  0 

adversarial  CLEVR_train_000004.png  Subtract all yellow cubes. How many yellow balls are left?  0 

subtractionmultihop  CLEVR_train_000004.png  Subtract all big yellow matte spheres. Subtract all cubes. How many objects are left?  2 

addition  CLEVR_train_000004.png  Add 1 cyan cylinders. How many cyan cylinders are left?  2 

addition  CLEVR_train_000004.png  Add 3 purple spheres. How many purple spheres exist?  4 

subtraction  CLEVR_train_000005.png  Subtract all gray balls. How many balls are left?  2 

subtraction  CLEVR_train_000005.png  Subtract all big purple cubes. How many cubes are left?  3 

adversarial  CLEVR_train_000005.png  Subtract all purple balls. Subtract all gray cylinders. How many balls are left?  3 

addition  CLEVR_train_000005.png  Add 1 large cyan shiny things. How many objects exist?  10 

subtraction  CLEVR_train_000005.png  Subtract 0 green cylinders. How many objects are left?  9 

subtraction  CLEVR_train_000005.png  Subtract all spheres. How many objects are left?  6 

subtraction  CLEVR_train_000005.png  Subtract 2 spheres. How many spheres are left?  1 

adversarial  CLEVR_train_000005.png  Subtract all green blocks. How many brown cylinders are left?  1 

subtractionmultihop  CLEVR_train_000005.png  Subtract all spheres. Subtract all blue cylinders. How many objects are left?  5 

addition  CLEVR_train_000005.png  Add 5 rubber cubes. How many rubber cubes are left?  7 

adversarial  CLEVR_train_000006.png  Subtract all yellow blocks. Subtract all brown spheres. How many blocks are left?  1 

addition  CLEVR_train_000006.png  Add 1 cyan rubber cylinders. How many cyan rubber cylinders exist?  1 

addition  CLEVR_train_000006.png  Add 2 tiny green blocks. How many objects exist?  7 

subtraction  CLEVR_train_000006.png  Subtract 0 red cylinders. How many objects are left?  5 

subtraction  CLEVR_train_000006.png  Subtract all cylinders. How many objects are left?  3 

subtraction  CLEVR_train_000006.png  Subtract 1 cylinders. How many cylinders are left?  1 

adversarial  CLEVR_train_000006.png  Subtract all purple cubes. How many purple cylinders are left?  0 

subtractionmultihop  CLEVR_train_000006.png  Subtract all large brown things. Subtract all rubber cylinders. How many objects are left?  3 

addition  CLEVR_train_000006.png  Add 5 big brown matte cylinders. How many big brown matte cylinders are left?  6 

subtraction  CLEVR_train_000007.png  Subtract all purple blocks. How many were subtracted if there are1purple blocks left?  2 

subtraction  CLEVR_train_000007.png  Subtract all purple blocks. How many blocks are left?  2 

subtraction  CLEVR_train_000007.png  Subtract all purple blocks. How many blocks are left?  2 

adversarial  CLEVR_train_000007.png  Subtract all brown spheres. Subtract all brown cylinders. How many spheres are left?  2 

addition  CLEVR_train_000007.png  Add 3 big yellow shiny objects. How many big yellow shiny objects exist?  4 

addition  CLEVR_train_000007.png  Add 2 rubber objects. How many objects exist?  9 

subtraction  CLEVR_train_000007.png  Subtract 0 cyan balls. How many objects are left?  7 

subtraction  CLEVR_train_000007.png  Subtract all blocks. How many objects are left?  2 

subtraction  CLEVR_train_000007.png  Subtract 2 spheres. How many spheres are left?  0 

adversarial  CLEVR_train_000007.png  Subtract all purple cubes. How many yellow balls are left?  1 

subtraction  CLEVR_train_000008.png  Subtract all yellow spheres. How many spheres are left?  2 

subtraction  CLEVR_train_000008.png  Subtract all brown balls. How many balls are left?  2 

adversarial  CLEVR_train_000008.png  Subtract all brown cubes. Subtract all brown cylinders. How many cubes are left?  2 

subtractionmultihop  CLEVR_train_000008.png  Subtract all large objects. Subtract all yellow objects. How many objects are left?  4 

addition  CLEVR_train_000008.png  Add 2 rubber cubes. How many rubber cubes are left?  3 

addition  CLEVR_train_000008.png  Add 2 blue spheres. How many blue spheres exist?  3 

addition  CLEVR_train_000008.png  Add 3 tiny cyan objects. How many objects exist?  9 

subtraction  CLEVR_train_000008.png  Subtract 1 cyan cylinders. How many objects are left?  5 

subtraction  CLEVR_train_000008.png  Subtract all cylinders. How many objects are left?  5 

subtraction  CLEVR_train_000008.png  Subtract 1 cylinders. How many cylinders are left?  0 

subtraction  CLEVR_train_000009.png  Subtract all rubber cylinders. How many cylinders are left?  1 

adversarial  CLEVR_train_000009.png  Subtract all cyan cubes. Subtract all red cylinders. How many cubes are left?  1 

adversarial  CLEVR_train_000009.png  Subtract all yellow cubes. How many yellow balls are left?  0 

subtractionmultihop  CLEVR_train_000009.png  Subtract all matte cylinders. Subtract all large green shiny things. How many objects are left?  3 

addition  CLEVR_train_000009.png  Add 4 big gray cubes. How many big gray cubes are left?  5 

addition  CLEVR_train_000009.png  Add 4 big cyan objects. How many big cyan objects exist?  5 

addition  CLEVR_train_000009.png  Add 5 small cyan cylinders. How many objects exist?  10 

subtraction  CLEVR_train_000009.png  Subtract 1 cyan balls. How many objects are left?  4 

subtraction  CLEVR_train_000009.png  Subtract all balls. How many objects are left?  4 

subtraction  CLEVR_train_000010.png  Subtract all green cylinders. How many were subtracted if there are1green cylinders left?  1 

subtraction  CLEVR_train_000010.png  Subtract all green blocks. How many blocks are left?  3 

subtraction  CLEVR_train_000010.png  Subtract all green cylinders. How many cylinders are left?  1 

subtraction  CLEVR_train_000010.png  Subtract 1 cubes. How many cubes are left?  4 
End of preview.
YAML Metadata
Error:
"size_categories" must be a string
Dataset Card for CLEVRMath
Dataset Summary
Dataset for compositional multimodal mathematical reasoning based on CLEVR.
Loading the data, preprocessing text with CLIP
from transformers import CLIPPreprocessor
from datasets import load_dataset, DownloadConfig
dl_config = DownloadConfig(resume_download=True,
num_proc=8,
force_download=True)
# Load 'general' instance of dataset
dataset = load_dataset('dalidoes/clevrmath', download_config=dl_config)
# Load version with only multihop in test data
dataset_multihop = load_dataset('dalidoes/clevrmath', 'multihop',
download_config=dl_config)
model_path = "openai/clipvitbasepatch32"
extractor = CLIPProcessor.from_pretrained(model_path)
def transform_tokenize(e):
e['image'] = [image.convert('RGB') for image in e['image']]
return extractor(text=e['question'],
images=e['image'],
padding=True)
dataset = dataset.map(transform_tokenize,
batched=True,
num_proc=8,
padding='max_length')
dataset_subtraction = dataset.filter(lambda e:
e['template'].startswith('subtraction'), num_proc=4)
Supported Tasks and Leaderboards
Leaderboard will be announced at a later date.
Languages
The dataset is currently only available in English. To extend the dataset to other languages, the CLEVR templates must be rewritten in the target language.
Dataset Structure
Data Instances
general
containing the default version with multihop questions in train and testmultihop
containing multihop questions only in test data to test generalisation of reasoning
Data Fields
features = datasets.Features(
{
"template": datasets.Value("string"),
"id": datasets.Value("string"),
"question": datasets.Value("string"),
"image": datasets.Image(),
"label": datasets.Value("int64")
}
)
Data Splits
train/val/test
Dataset Creation
Data is generated using code provided with the CLEVRdataset, using blender and templates constructed by the dataset curators.
Considerations for Using the Data
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
Adam Dahlgren Lindström  dali@cs.umu.se
Licensing Information
Licensed under Creative Commons Attribution Share Alike 4.0 International (CCby 4.0).
Citation Information
[More Information Needed]
@misc{https://doi.org/10.48550/arxiv.2208.05358,
doi = {10.48550/ARXIV.2208.05358},
url = {https://arxiv.org/abs/2208.05358},
author = {Lindström, Adam Dahlgren and Abraham, Savitha Sam},
keywords = {Machine Learning (cs.LG), Computation and Language (cs.CL), Computer Vision and Pattern Recognition (cs.CV), FOS: Computer and information sciences, FOS: Computer and information sciences, I.2.7; I.2.10; I.2.6; I.4.8; I.1.4},
title = {CLEVRMath: A Dataset for Compositional Language, Visual, and Mathematical Reasoning},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution Share Alike 4.0 International}
}
Contributions
Thanks to @dalidoes for adding this dataset.
 Downloads last month
 12