Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,63 @@
|
|
1 |
-
---
|
2 |
-
license: mit
|
3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
datasets:
|
4 |
+
- nlphuji/flickr30k
|
5 |
+
language:
|
6 |
+
- en
|
7 |
+
---
|
8 |
+
# Dataset Card for Conditional Latent Coding (CLC)
|
9 |
+
|
10 |
+
## Dataset Description
|
11 |
+
|
12 |
+
- **Repository:** [GitHub - ydchen0806/CLC](https://github.com/ydchen0806/CLC)
|
13 |
+
- **Paper:** [Conditional Latent Coding with Learnable Synthesized Reference for Deep Image Compression (AAAI25 Oral)](https://arxiv.org/pdf/2502.09971)
|
14 |
+
- **Authors:** Siqi Wu†, Yinda Chen†, Dong Liu, Zhihai He*
|
15 |
+
- **Contact:** [email protected]
|
16 |
+
|
17 |
+
## Overview
|
18 |
+
|
19 |
+
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).
|
20 |
+
|
21 |
+
|
22 |
+
## Dataset Structure
|
23 |
+
|
24 |
+
### Core Components
|
25 |
+
1. **Reference Features** (`flicker_features.pkl`):
|
26 |
+
- Precomputed feature dictionary using spatial pyramid pooling and k-means clustering
|
27 |
+
- Format: Pickle file containing clustered image features
|
28 |
+
|
29 |
+
2. **Training Dataset** (`Flickr2K.hdf5`):
|
30 |
+
- Contains 2,650 high-resolution images (256×256 patches)
|
31 |
+
- HDF5 structure:
|
32 |
+
```
|
33 |
+
/Flickr2K
|
34 |
+
├── image_0001
|
35 |
+
├── image_0002
|
36 |
+
└── ...
|
37 |
+
```
|
38 |
+
|
39 |
+
3. **Pre-trained Models**:
|
40 |
+
- Multiple rate points (0.0025-0.05 bpp):
|
41 |
+
- `0.0025checkpoint_best.pth.tar`
|
42 |
+
- `0.05checkpoint_best.pth.tar`
|
43 |
+
- Compatibility: PyTorch 1.7+ with CUDA support
|
44 |
+
|
45 |
+
## 📜 Citation
|
46 |
+
|
47 |
+
If you use this model or find it useful, please cite:
|
48 |
+
|
49 |
+
```bibtex
|
50 |
+
@article{wu2025conditional,
|
51 |
+
title={Conditional Latent Coding with Learnable Synthesized Reference for Deep Image Compression},
|
52 |
+
author={Wu, Siqi and Chen, Yinda and Liu, Dong and He, Zhihai},
|
53 |
+
journal={AAAI Conference on Artificial Intelligence},
|
54 |
+
year={2025}
|
55 |
+
}
|
56 |
+
```
|
57 |
+
|
58 |
+
## 📧 Contact
|
59 |
+
|
60 |
+
For questions or collaborations, feel free to reach out:
|
61 |
+
|
62 |
+
- **GitHub**: [CLC Repository](https://github.com/ydchen0806/CLC)
|
63 |
+
- **Email**: [[email protected]](mailto:[email protected])
|