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OneEncoder for text, image and audio with temperature=2.5.

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  tags:
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  - model_hub_mixin
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  - pytorch_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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- # πŸ–ΌοΈπŸ“ OneEncoder: A Unified Text & Image & Audio Model
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-
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- **OneEncoder** is a lightweight framework for cross-modal alignment, focusing on efficiently integrating **text, image and audio** (with future extensions to other modalities). Unlike traditional methods relying on massive modality-specific encoders, OneEncoder progressively aligns different data types, making it cost-effective and performant even on small paired datasets.
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-
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- ## πŸš€ Key Features
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- βœ… **Multimodal Alignment**: Initially supports **text & image & audio**, with extension to other modalities.
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- βœ… **Lightweight & Efficient**: Avoids full retraining when adding new modalities.
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- βœ… **Superior Performance**: Outperforms models that require large specialized datasets.
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-
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- ## 🎯 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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-
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- ## πŸ“„ Research Paper
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- πŸ“œ **arXiv**: [OneEncoder: Progressive Cross-Modal Alignment](https://arxiv.org/abs/2409.11059)
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-
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- ## πŸ“Œ Resources
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- πŸ”— **GitHub Repo**: [OneEncoder](https://github.com/b-faye/OneEncoder)
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- πŸš€ **Hugging Face Demo**: [OneEncoder Retriever](https://huggingface.co/spaces/bilalfaye/OneEncoder-retriever)
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- πŸ““ **Demo Notebook**: [OneEncoder Demos](https://github.com/b-faye/OneEncoder/tree/main/demo)
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- πŸ”Š **OneEncoder for Text, Image**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image)
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- πŸ”Š **OneEncoder for Text, Image & Video**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image-video)
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- πŸ”Š **OneEncoder for Text, Image & X-ray**: [HF Model](https://huggingface.co/bilalfaye/OneEncoder-text-image-xray)
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-
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-
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- ## πŸ“ Authors
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- πŸ“Œ **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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