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Upload old datasets as a v0 version
Browse filesAs titled, we update the original dataset.
- .gitattributes +8 -0
- README.md +38 -3
- VHs_full/multi_needle/visual_haystack_10.json +0 -0
- VHs_full/multi_needle/visual_haystack_100.json +0 -0
- VHs_full/multi_needle/visual_haystack_1000.json +3 -0
- VHs_full/multi_needle/visual_haystack_10000.json +3 -0
- VHs_full/multi_needle/visual_haystack_20.json +0 -0
- VHs_full/multi_needle/visual_haystack_5.json +0 -0
- VHs_full/multi_needle/visual_haystack_50.json +0 -0
- VHs_full/multi_needle/visual_haystack_500.json +3 -0
- VHs_full/multi_needle/visual_haystack_oracle.json +0 -0
- VHs_full/single_needle/visual_haystack_10.json +0 -0
- VHs_full/single_needle/visual_haystack_100.json +0 -0
- VHs_full/single_needle/visual_haystack_1000.json +3 -0
- VHs_full/single_needle/visual_haystack_10000.json +3 -0
- VHs_full/single_needle/visual_haystack_2.json +0 -0
- VHs_full/single_needle/visual_haystack_20.json +0 -0
- VHs_full/single_needle/visual_haystack_3.json +0 -0
- VHs_full/single_needle/visual_haystack_5.json +0 -0
- VHs_full/single_needle/visual_haystack_50.json +0 -0
- VHs_full/single_needle/visual_haystack_500.json +3 -0
- VHs_full/single_needle/visual_haystack_oracle.json +0 -0
- VHs_small/multi_needle/visual_haystack_10.json +1 -0
- VHs_small/multi_needle/visual_haystack_100.json +0 -0
- VHs_small/multi_needle/visual_haystack_1000.json +0 -0
- VHs_small/multi_needle/visual_haystack_10000.json +3 -0
- VHs_small/multi_needle/visual_haystack_20.json +1 -0
- VHs_small/multi_needle/visual_haystack_5.json +1 -0
- VHs_small/multi_needle/visual_haystack_50.json +0 -0
- VHs_small/multi_needle/visual_haystack_500.json +0 -0
- VHs_small/multi_needle/visual_haystack_oracle.json +1 -0
- VHs_small/single_needle/visual_haystack_10.json +1 -0
- VHs_small/single_needle/visual_haystack_100.json +0 -0
- VHs_small/single_needle/visual_haystack_1000.json +0 -0
- VHs_small/single_needle/visual_haystack_10000.json +3 -0
- VHs_small/single_needle/visual_haystack_2.json +1 -0
- VHs_small/single_needle/visual_haystack_20.json +1 -0
- VHs_small/single_needle/visual_haystack_3.json +1 -0
- VHs_small/single_needle/visual_haystack_5.json +1 -0
- VHs_small/single_needle/visual_haystack_50.json +0 -0
- VHs_small/single_needle/visual_haystack_500.json +0 -0
- VHs_small/single_needle/visual_haystack_oracle.json +1 -0
.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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VHs_full/multi_needle/visual_haystack_1000.json filter=lfs diff=lfs merge=lfs -text
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VHs_full/multi_needle/visual_haystack_10000.json filter=lfs diff=lfs merge=lfs -text
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VHs_full/multi_needle/visual_haystack_500.json filter=lfs diff=lfs merge=lfs -text
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VHs_full/single_needle/visual_haystack_1000.json filter=lfs diff=lfs merge=lfs -text
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VHs_full/single_needle/visual_haystack_10000.json filter=lfs diff=lfs merge=lfs -text
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VHs_full/single_needle/visual_haystack_500.json filter=lfs diff=lfs merge=lfs -text
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VHs_small/multi_needle/visual_haystack_10000.json filter=lfs diff=lfs merge=lfs -text
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VHs_small/single_needle/visual_haystack_10000.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: mit
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---
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---
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license: mit
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---
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# Visual Haystacks Dataset Card
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## Dataset details
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1. Dataset type: Visual Haystacks (VHs) is a benchmark dataset specifically designed to evaluate the Large Multimodal Model's (LMM's) capability to handle long-context visual information. It can also be viewed as the first visual-centric Needle-In-A-Haystack (NIAH) benchmark dataset. Please also download COCO-2017's training set validation set.
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2. Data Preparation and Benchmarking
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- Download the VQA questions:
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```
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huggingface-cli download --repo-type dataset tsunghanwu/visual_haystacks --local-dir dataset/VHs_qa
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```
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- Download the COCO 2017 dataset and organize it as follows, with the default root directory ./dataset/coco:
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```
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dataset/
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├── coco
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│ ├── annotations
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│ ├── test2017
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│ └── val2017
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└── VHs_qa
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├── VHs_full
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│ ├── multi_needle
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│ └── single_needle
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└── VHs_small
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├── multi_needle
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└── single_needle
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```
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- Follow the instructions in https://github.com/visual-haystacks/vhs_benchmark to run the evaluation
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3. Please check out our [project page](https://visual-haystacks.github.io) for more information. You can also send questions or comments about the model to [our github repo](https://github.com/visual-haystacks/vhs_benchmark/issues)
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## Intended use
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Primary intended uses: The primary use of VHs is research on large multimodal models and chatbots.
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Primary intended users: The primary intended users of the model are researchers and hobbyists in computer vision, natural language processing, machine learning, and artificial intelligence.
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VHs_full/multi_needle/visual_haystack_10.json
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size 34928902
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VHs_full/single_needle/visual_haystack_oracle.json
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VHs_small/multi_needle/visual_haystack_10.json
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[{"conversations": [{"from": "human", "value": "For all images with a keyboard, do any of them have a cat?"}, {"from": "gpt", "value": "yes"}], "id": "Wk6QqK9UtiV6AiAPyzhNKw", "pos_image": ["coco/train2017/000000036484.jpg", "coco/train2017/000000073729.jpg", "coco/train2017/000000570115.jpg", "coco/train2017/000000578107.jpg"], "neg_image": ["coco/val2017/000000035770.jpg", "coco/train2017/000000498061.jpg", "coco/val2017/000000227399.jpg", "coco/train2017/000000134178.jpg", "coco/train2017/000000551336.jpg", "coco/train2017/000000387150.jpg"], "needle": "a keyboard"}, {"conversations": [{"from": "human", "value": "For all images with a fork, do any of them have a couch?"}, {"from": "gpt", "value": "yes"}], "id": "CYWaquCRE8psAdixXVBNL9", "pos_image": ["coco/train2017/000000104495.jpg", "coco/train2017/000000019275.jpg", "coco/train2017/000000400347.jpg"], "neg_image": ["coco/train2017/000000468162.jpg", "coco/train2017/000000503293.jpg", "coco/train2017/000000162579.jpg", "coco/train2017/000000393692.jpg", "coco/train2017/000000043542.jpg", "coco/val2017/000000276018.jpg", "coco/train2017/000000063647.jpg"], "needle": "a fork"}, {"conversations": [{"from": "human", "value": "For all images with an umbrella, do all of them have a chair?"}, {"from": "gpt", "value": "yes"}], "id": "BjEgEqigSC2Akv8gCeZBaj", "pos_image": ["coco/train2017/000000114972.jpg", "coco/val2017/000000066038.jpg", "coco/train2017/000000521427.jpg", "coco/train2017/000000283874.jpg"], "neg_image": ["coco/train2017/000000337690.jpg", "coco/val2017/000000460147.jpg", "coco/train2017/000000285212.jpg", "coco/train2017/000000003337.jpg", "coco/train2017/000000349344.jpg", "coco/train2017/000000041550.jpg"], "needle": "an umbrella"}, {"conversations": [{"from": "human", "value": "For all images with a bottle, do all of them have a cup?"}, {"from": "gpt", "value": "yes"}], "id": "at9CdEZm6GnAxCiZZZV7YX", "pos_image": ["coco/train2017/000000304342.jpg", "coco/train2017/000000485288.jpg", 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couch?"}, {"from": "gpt", "value": "yes"}], "id": "Y3dgTxB5juBJ5JjYRdZnWn", "pos_image": ["coco/train2017/000000523212.jpg", "coco/train2017/000000375909.jpg", "coco/train2017/000000213765.jpg", "coco/val2017/000000491216.jpg"], "neg_image": ["coco/val2017/000000344621.jpg", "coco/train2017/000000565693.jpg", "coco/train2017/000000087998.jpg", "coco/train2017/000000549338.jpg", "coco/train2017/000000098434.jpg", "coco/train2017/000000397514.jpg"], "needle": "a refrigerator"}, {"conversations": [{"from": "human", "value": "For all images with a knife, do all of them have a cell phone?"}, {"from": "gpt", "value": "yes"}], "id": "Le2DntfSH5UQyAceUwpnMk", "pos_image": ["coco/train2017/000000561491.jpg", "coco/train2017/000000479067.jpg", "coco/train2017/000000222674.jpg", "coco/train2017/000000351887.jpg"], "neg_image": ["coco/train2017/000000006417.jpg", "coco/val2017/000000218997.jpg", "coco/train2017/000000369547.jpg", "coco/train2017/000000130043.jpg", "coco/train2017/000000022341.jpg", "coco/train2017/000000127781.jpg"], "needle": "a knife"}, {"conversations": [{"from": "human", "value": "For all images with a clock, do all of them have a dining table?"}, {"from": "gpt", "value": "yes"}], "id": "A5zwgjhYa8RsGjHAqSp29h", "pos_image": ["coco/train2017/000000304484.jpg", "coco/train2017/000000068162.jpg"], "neg_image": ["coco/train2017/000000081469.jpg", "coco/train2017/000000006658.jpg", "coco/train2017/000000298732.jpg", "coco/train2017/000000567329.jpg", "coco/train2017/000000252711.jpg", "coco/train2017/000000372764.jpg", "coco/train2017/000000571847.jpg", "coco/train2017/000000363308.jpg"], "needle": "a clock"}, {"conversations": [{"from": "human", "value": "For all images with a cake, do all of them have a book?"}, {"from": "gpt", "value": "yes"}], "id": "b2B54T9Q8wAGmUN4drtPuh", "pos_image": ["coco/train2017/000000497438.jpg", "coco/train2017/000000390731.jpg", "coco/train2017/000000519529.jpg", 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"eN8ZLTyjp2ZgoMVHi8AuVv", "pos_image": ["coco/train2017/000000475906.jpg", "coco/train2017/000000316882.jpg", "coco/train2017/000000239229.jpg"], "neg_image": ["coco/train2017/000000438723.jpg", "coco/train2017/000000266041.jpg", "coco/train2017/000000031971.jpg", "coco/train2017/000000558845.jpg", "coco/train2017/000000378962.jpg", "coco/train2017/000000422755.jpg", "coco/train2017/000000142744.jpg"], "needle": "a microwave"}, {"conversations": [{"from": "human", "value": "For all images with a refrigerator, do all of them have a cup?"}, {"from": "gpt", "value": "yes"}], "id": "h2A98ZFg9rpPoSTMQJRY9u", "pos_image": ["coco/train2017/000000137118.jpg", "coco/train2017/000000502959.jpg", "coco/train2017/000000523818.jpg"], "neg_image": ["coco/train2017/000000354685.jpg", "coco/train2017/000000290130.jpg", "coco/train2017/000000547738.jpg", "coco/val2017/000000082765.jpg", "coco/train2017/000000488563.jpg", "coco/train2017/000000422155.jpg", "coco/val2017/000000297084.jpg"], "needle": "a 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