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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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+ datasets:
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+ - nlphuji/flickr30k
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+ language:
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+ - en
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+ ---
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+ # Dataset Card for Conditional Latent Coding (CLC)
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+
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+ ## Dataset Description
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+
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+ - **Repository:** [GitHub - ydchen0806/CLC](https://github.com/ydchen0806/CLC)
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+ - **Paper:** [Conditional Latent Coding with Learnable Synthesized Reference for Deep Image Compression (AAAI25 Oral)](https://arxiv.org/pdf/2502.09971)
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+ - **Authors:** Siqi Wu†, Yinda Chen†, Dong Liu, Zhihai He*
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+ - **Contact:** [email protected]
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+
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+ ## Overview
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+
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+ This repository contains datasets and pre-trained models for the **Conditional Latent Coding (CLC)** framework, a state-of-the-art deep image compression method. The implementation is built on [CompressAI](https://github.com/InterDigitalInc/CompressAI) and [TCM](https://github.com/jmliu206/LIC_TCM).
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+
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+
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+ ## Dataset Structure
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+
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+ ### Core Components
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+ 1. **Reference Features** (`flicker_features.pkl`):
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+ - Precomputed feature dictionary using spatial pyramid pooling and k-means clustering
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+ - Format: Pickle file containing clustered image features
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+
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+ 2. **Training Dataset** (`Flickr2K.hdf5`):
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+ - Contains 2,650 high-resolution images (256×256 patches)
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+ - HDF5 structure:
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+ ```
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+ /Flickr2K
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+ ├── image_0001
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+ ├── image_0002
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+ └── ...
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+ ```
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+
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+ 3. **Pre-trained Models**:
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+ - Multiple rate points (0.0025-0.05 bpp):
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+ - `0.0025checkpoint_best.pth.tar`
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+ - `0.05checkpoint_best.pth.tar`
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+ - Compatibility: PyTorch 1.7+ with CUDA support
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+
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+ ## 📜 Citation
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+
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+ If you use this model or find it useful, please cite:
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+
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+ ```bibtex
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+ @article{wu2025conditional,
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+ title={Conditional Latent Coding with Learnable Synthesized Reference for Deep Image Compression},
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+ author={Wu, Siqi and Chen, Yinda and Liu, Dong and He, Zhihai},
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+ journal={AAAI Conference on Artificial Intelligence},
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+ year={2025}
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+ }
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+ ```
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+
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+ ## 📧 Contact
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+
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+ For questions or collaborations, feel free to reach out:
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+
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+ - **GitHub**: [CLC Repository](https://github.com/ydchen0806/CLC)
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+ - **Email**: [[email protected]](mailto:[email protected])