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license: mit
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---
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---
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license: mit
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inference: false
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datasets:
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- wisdomik/QUILT-LLaVA-Instruct-107K
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- wisdomik/QuiltVQA_RED
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pipeline_tag: text-generation
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tags:
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- medical
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- histopathology
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<br>
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<br>
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<p align="center">
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<img src="https://quilt-llava.github.io/static/images/teaser.png" alt="fig2" width="60%"/>
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</p>
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# Quilt-LlaVA Model Card
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## Model details
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**Model type:**
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[Quilt-LLaVA](https://quilt-llava.github.io/) is an open-source chatbot trained by fine-tuning LLaMA/Vicuna on histopathology educational video sourced images and GPT-generated multimodal instruction-following data.
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It is an auto-regressive language model, based on the transformer architecture.
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**Citation**
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```bibtex
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@article{seyfioglu2023quilt,
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title={Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos},
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author={Seyfioglu, Mehmet Saygin and Ikezogwo, Wisdom O and Ghezloo, Fatemeh and Krishna, Ranjay and Shapiro, Linda},
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journal={arXiv preprint arXiv:2312.04746},
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year={2023}
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}
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```
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**Model date:**
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Quilt-LlaVA-v1.5-7B was trained in November 2023.
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**Paper or resources for more information:**
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https://quilt-llava.github.io/
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## License
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Llama 2 is licensed under the LLAMA 2 Community License,
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Copyright (c) Meta Platforms, Inc. All Rights Reserved.
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**Where to send questions or comments about the model:**
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https://github.com/quilt-llava/quilt-llava.github.io/issues
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## Intended use
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**Primary intended uses:**
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The primary use of Quilt-LlaVA is research on medical large multimodal models and chatbots.
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**Primary intended users:**
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The primary intended users of these models are AI researchers.
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We primarily imagine the model will be used by researchers to better understand the robustness, generalization, and other capabilities, biases, and constraints of large vision-language generative histopathology models.
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## Training dataset
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- 723K filtered image-text pairs from QUILT-1M https://quilt1m.github.io/.
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- 107K GPT-generated multimodal instruction-following data from QUILT-Instruct https://huggingface.co/datasets/wisdomik/QUILT-LLaVA-Instruct-107K.
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## Evaluation dataset
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A collection of 4 academic VQA histopathology benchmarks
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