What You See is What You Read? Improving Text-Image Alignment Evaluation
Paper • 2305.10400 • Published • 2
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The dataset viewer is not available for this dataset.
Cannot get the config names for the dataset.
Error code: ConfigNamesError
Exception: RuntimeError
Message: Dataset scripts are no longer supported, but found SeeTRUE.py
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
config_names = get_dataset_config_names(
path=dataset,
token=hf_token,
)
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
dataset_module = dataset_module_factory(
path,
...<4 lines>...
**download_kwargs,
)
File "/usr/local/lib/python3.14/site-packages/datasets/load.py", line 1182, in dataset_module_factory
raise e1 from None
File "/usr/local/lib/python3.14/site-packages/datasets/load.py", line 1142, in dataset_module_factory
raise RuntimeError(f"Dataset scripts are no longer supported, but found {filename}")
RuntimeError: Dataset scripts are no longer supported, but found SeeTRUE.pyNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Dataset Card for SeeTRUE
Dataset Description
The SeeTRUE dataset is a diverse benchmark for meta-evaluation of image-text alignment methods, covering the 4-way combinations of real and synthetic text-and-image pairs. It addresses limitations in current benchmarks, which mainly focus on natural images and often lack challenging negative captions. SeeTRUE allows to better assess the generalization abilities of text-image alignment models across various tasks.
We will add more datasets from SeeTRUE (e.g., COCO-Con and PickaPic-Con) upon data release.
Paper: https://arxiv.org/abs/2305.10400
Website: https://wysiwyr-itm.github.io/
Languages
The dataset supports English language.
Dataset Structure
Data Fields
- image: The name of the image file.
- text: The text description that matches with the image.
- label: The binary label. 1 if the text matches with the image, 0 otherwise.
- original_dataset_id: The ID of the dataset where the row originates from.
- dataset_source: The source of the dataset.
Data Splits
SeeTRUE contains a single split: TEST, and should not be used for training.
Dataset Creation
The dataset has been created by sourcing and matching images and text from multiple datasets. More information in the paper: https://arxiv.org/abs/2305.10400.
Licensing Information
The dataset is under the CC-By 4.0 license.
Citation Information
@article{yarom2023you, title={What You See is What You Read? Improving Text-Image Alignment Evaluation}, author={Yarom, Michal and Bitton, Yonatan and Changpinyo, Soravit and Aharoni, Roee and Herzig, Jonathan and Lang, Oran and Ofek, Eran and Szpektor, Idan}, journal={arXiv preprint arXiv:2305.10400}, year={2023} }
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