OneEncoder for text, image and audio with temperature=2.5.
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README.md
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tags:
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- model_hub_mixin
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language:
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- en
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base_model:
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- google/vit-base-patch16-224
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- google-bert/bert-base-uncased
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- facebook/wav2vec2-base-960h
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---
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## π Key Features
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**Multimodal Alignment**: Initially supports **text & image & audio**, with extension to other modalities.
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**Lightweight & Efficient**: Avoids full retraining when adding new modalities.
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**Superior Performance**: Outperforms models that require large specialized datasets.
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## π― Applications
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- **Visual Question Answering (VQA)**
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- **Image-Text-Audio Retrieval**
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- **Multimodal Content Understanding**
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## π Research Paper
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π **arXiv**: [OneEncoder: Progressive Cross-Modal Alignment](https://arxiv.org/abs/2409.11059)
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## π Resources
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π **GitHub Repo**: [OneEncoder](https://github.com/b-faye/OneEncoder)
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π **Hugging Face Demo**: [OneEncoder Retriever](https://huggingface.co/spaces/bilalfaye/OneEncoder-retriever)
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π **Demo Notebook**: [OneEncoder Demos](https://github.com/b-faye/OneEncoder/tree/main/demo)
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π **OneEncoder for Text, Image**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image)
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π **OneEncoder for Text, Image & Video**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image-video)
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π **OneEncoder for Text, Image & X-ray**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image-xray)
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## π Authors
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π **Bilal FAYE**, Hanane AZZAG, Mustapha LEBBAH, Djamel BOUCHAFFRA
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**Note: This model is training with temperature=2.5 and addition as fusion operation**
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tags:
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- model_hub_mixin
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- pytorch_model_hub_mixin
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---
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This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
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- Library: [More Information Needed]
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- Docs: [More Information Needed]
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