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Upload HVSBench metadata and raw images

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  1. .gitattributes +2 -0
  2. HVSBench_meta_clean_with_image.tsv +3 -0
  3. README.md +88 -0
  4. images/COCOFreeView_train/000000000089.jpg +3 -0
  5. images/COCOFreeView_train/000000000387.jpg +3 -0
  6. images/COCOFreeView_train/000000000605.jpg +3 -0
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  12. images/COCOFreeView_train/000000003899.jpg +3 -0
  13. images/COCOFreeView_train/000000004057.jpg +3 -0
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  30. images/COCOFreeView_train/000000009673.jpg +3 -0
  31. images/COCOFreeView_train/000000009843.jpg +3 -0
  32. images/COCOFreeView_train/000000009866.jpg +3 -0
  33. images/COCOFreeView_train/000000010800.jpg +3 -0
  34. images/COCOFreeView_train/000000010856.jpg +3 -0
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  40. images/COCOFreeView_train/000000015156.jpg +3 -0
  41. images/COCOFreeView_train/000000015266.jpg +3 -0
  42. images/COCOFreeView_train/000000015684.jpg +3 -0
  43. images/COCOFreeView_train/000000015709.jpg +3 -0
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.gitattributes CHANGED
@@ -58,3 +58,5 @@ saved_model/**/* 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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  # 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
HVSBench_meta_clean_with_image.tsv ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:5b3e44c7ff63ddb3ff12f9398d26f51182d1ca59c79ae467ae9224a9a2cb75f3
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+ size 11947755
README.md ADDED
@@ -0,0 +1,88 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
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+ # HVSBench
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+
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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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+
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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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+
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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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+
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+ Authors: Jiaying Lin, Shuquan Ye, Dan Xu, Wanli Ouyang, Rynson W. H. Lau
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+
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+ Project page: https://jiaying.link/HVSBench/
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+
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+ ## Dataset Structure
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+
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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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+
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+ Columns:
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+
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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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+
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+ ## Data Statistics
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+
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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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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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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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+
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+ ## Citation
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+
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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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+
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+ ## License
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+
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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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