Upload HVSBench metadata and raw images
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- .gitattributes +2 -0
- HVSBench_meta_clean_with_image.tsv +3 -0
- README.md +88 -0
- images/COCOFreeView_train/000000000089.jpg +3 -0
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.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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HVSBench_meta_clean_with_image.tsv filter=lfs diff=lfs merge=lfs -text
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metadata.csv filter=lfs diff=lfs merge=lfs -text
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HVSBench_meta_clean_with_image.tsv
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README.md
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---
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pretty_name: HVSBench
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language:
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- en
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task_categories:
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- visual-question-answering
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- image-classification
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tags:
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- multimodal
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- vision-language
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- human-visual-system
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- visual-saliency
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- scanpath
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- benchmark
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license: other
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size_categories:
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- 1K<n<10K
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---
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# HVSBench
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HVSBench is a benchmark for evaluating how well multimodal large language models align with human perceptual behavior. It covers human visual system tasks across prominence, subitizing, prioritizing, free-viewing, and searching.
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This Hugging Face release packages the cleaned TSV provided with the repository. It contains 8,657 question-answer examples and 7,507 unique raw images. The corresponding paper describes the full HVSBench benchmark with 85,147 multimodal QA pairs across 13 question types and 5 fields.
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Paper: **Do MLLMs Exhibit Human-like Perceptual Behaviors? HVSBench: A Benchmark for MLLM Alignment with Human Perceptual Behavior**
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Authors: Jiaying Lin, Shuquan Ye, Dan Xu, Wanli Ouyang, Rynson W. H. Lau
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Project page: https://jiaying.link/HVSBench/
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## Dataset Structure
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The dataset is uploaded using the Hugging Face `imagefolder` convention. The raw image for each row is exposed as the `image` feature by the dataset viewer. The original relative image path is retained in `real_image_path`, and `HVSBench_meta_clean_with_image.tsv` includes an explicit `image` column pointing to the uploaded raw image file.
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Columns:
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- `image`: raw RGB image
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- `index`: source row index
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- `real_image_path`: original relative path under `raw_datasets`
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- `question`: benchmark prompt
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- `question_type`: question type ID, Q1-Q13
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- `answer`: ground-truth answer
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- `answer_type`: answer format, such as `single_choice`, `int_number`, `sorting`, or `fixation_prediction`
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- `category`: benchmark category, such as `saliency_rank`, `salient_instance`, or `scanpath`
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- `split`: original split label
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- `origin_dataset`: source dataset name
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## Data Statistics
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- Rows: 8,657
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- Unique images: 7,507
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- Categories:
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- `saliency_rank`: 4,431
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- `scanpath`: 3,162
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- `salient_instance`: 1,064
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- Original source datasets:
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- `SIFR`: 4,431
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- `COCOFreeView`: 2,519
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- `SIS10K`: 1,064
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- `COCOSearch`: 643
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("<repo_id>")
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sample = ds["train"][0]
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image = sample["image"]
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question = sample["question"]
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answer = sample["answer"]
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```
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## Citation
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```bibtex
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@misc{lin2026hvsbench,
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title = {Do MLLMs Exhibit Human-like Perceptual Behaviors? HVSBench: A Benchmark for MLLM Alignment with Human Perceptual Behavior},
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author = {Lin, Jiaying and Ye, Shuquan and Xu, Dan and Ouyang, Wanli and Lau, Rynson W. H.},
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year = {2026},
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note = {Project page: https://jiaying.link/HVSBench/}
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}
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```
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## License
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The dataset is derived from multiple source datasets (`SIFR`, `COCOFreeView`, `SIS10K`, and `COCOSearch`). Please review and comply with the license and usage terms of the original source datasets when using this release.
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