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--- |
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license: other |
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language: |
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- en |
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pretty_name: LLaVA CC3M Pretrain 595K |
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--- |
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# LLaVA Visual Instruct CC3M 595K Pretrain Dataset Card |
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## Dataset details |
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**Dataset type:** |
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LLaVA Visual Instruct CC3M Pretrain 595K is a subset of CC-3M dataset, filtered with a more balanced concept coverage distribution. |
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Captions are also associated with [BLIP synthetic caption](https://github.com/salesforce/BLIP#pre-training-datasets-download) for reference. |
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It is constructed for the pretraining stage for feature alignment in visual instruction tuning. |
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We aim to build large multimodal towards GPT-4 vision/language capability. |
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**Dataset date:** |
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LLaVA Visual Instruct CC3M Pretrain 595K was created in April 2023. |
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**Dataset structure:** |
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- `chat.json` contains the multimodal synthesized conversation from the image-caption pairs, by adding randomly selected instructions like: "Describe this image". It is used for pretraining in LLaVA. We use the raw CC-3M caption as the default answer. |
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- `metadata.json` contains the meta data of the image index in CC-3M, image file name, image URL, original CC-3M caption, synthetic BLIP caption. Note that ~10% of the samples are not associated with BLIP caption yet in this release. |
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- `images.zip` contains all raw images of the filtered subset from CC-3M. **Important notice: Upon the request from the community, as ~15% images of the original CC-3M dataset are no longer accessible, we upload `images.zip` for better reproducing our work in research community. It should not be used for any other purpose. The use of these images must comply with the CC-3M license. This may be taken down when requested by the original CC-3M dataset owner or owners of the referenced images.** |
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**Paper or resources for more information:** |
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https://llava-vl.github.io/ |
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**License:** |
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Must comply with license of [CC-3M](https://github.com/google-research-datasets/conceptual-captions/blob/master/LICENSE), [BLIP](https://github.com/salesforce/BLIP/blob/main/LICENSE.txt) (if you use their synthetic caption). |
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CC-3M |
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The dataset may be freely used for any purpose, although acknowledgement of |
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Google LLC ("Google") as the data source would be appreciated. The dataset is |
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provided "AS IS" without any warranty, express or implied. Google disclaims all |
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liability for any damages, direct or indirect, resulting from the use of the |
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dataset. |
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**Where to send questions or comments about the model:** |
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https://github.com/haotian-liu/LLaVA/issues |
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## Intended use |
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**Primary intended uses:** |
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The primary use of LLaVA is research on large multimodal models and chatbots. |
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**Primary intended users:** |
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The primary intended users of the model are researchers and hobbyists in computer vision, natural language processing, machine learning, and artificial intelligence. |
