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Generalized-Smoothing-Framework

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This is the released code for the following papers: A generalized framework for edge-preserving and structure-preserving image smoothing. Liu W, et al., TPAMI 2021, AAAI 2020

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- generalized_smooth.m
- mexFile.m
- mexGetGuideWeight.cpp
- mexGetGuideWeight.mexw64
- mexGetInternalWeight.cpp
- mexGetInternalWeight.mexw64
- - 01.jpg
  - 02.jpg
  - 03.jpg
- - flower.png
  - train.png
  - tree.png
- - cave_flash.png
  - cave_noflash.png
- - belgium.hdr
  - doll.hdr
  - rend01.hdr
  - rend02.hdr
- - 01.jpg
  - 02.jpg
  - 03.jpg
  - 04.jpg
.gitattributes
clip_art_compression_removal.m
detail_enhancement.m
flash_no_flash_filtering.m
guided_depth_map_upsampling.m
hdr_tone_mapping.m
LICENSE
README.md
texture_removal.m

// repository documentation

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# Generalized-Smoothing-Framework
 
This is the released code for the following papers:

*"A generalized framework for edge-preserving and structure-preserving image smoothing"*, Wei Liu, Pingping Zhang, Yinjie Lei, Xiaolin Huang, Jie Yang and Michael Ng. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021. [[paper on arXiv]](https://arxiv.org/abs/2107.07058)

*"A generalized framework for edge-preserving and structure-preserving image smoothing""*, Wei Liu, Pingping Zhang, Yinjie Lei, Xiaolin Huang, Jie Yang and Ian Reid. Proceedings of the AAAI Conference on Artificial Intelligence, 2020. [[paper on arXiv]](https://arxiv.org/abs/1907.09642)

**Note:**

Run the "mexFile.m" function in the "funs" folder to compile the code before running the example code.

**Related Work:**
1. *"Semi-global weighted least squares in image filtering.", Wei Liu, Xiaogang Chen, Chuanhua Shen, Zhi Liu, and Jie Yang. In ICCV 2017.* [Code](https://github.com/wliusjtu/Semi-Global-Weighted-Least-Squares-in-Image-Filtering)
2. *"Robust Color Guided Depth Map Restoration.", Wei Liu, Xiaogang Chen, Jie Yang and Qiang Wu. IEEE Transactions on Image Processing, 2017.* [Code](https://github.com/wliusjtu/Robust-Color-Guided-Depth-Map-Restoration)
3. *"Real-time Image Smoothing via Iterative Least Squares", Wei Liu, Pingping Zhang, Xiaolin Huang, Jie Yang, Chunhua Shen and Ian Reid. ACM Transactions on Graphics, 2020, (presented on SIGGRAPH 2020).* [Code](https://github.com/wliusjtu/Real-time-Image-Smoothing-via-Iterative-Least-Squares)
4. *"Embedding bilateral filter in least squares for efficient edge-preserving image smoothing." Wei Liu, Pingping Zhang, Xiaogang Chen, Chunhua Shen, Xiaolin Huang, Jie Yang. IEEE Transactions on Circuits and Systems for Video Technology, 2018.* [Code](https://github.com/wliusjtu/Embedding-Bilateral-Filter-in-Least-Squares-for-Efficient-Edge-preserving-Image-Smoothing)
5. *“Fast Global Image Smoothing via Quasi Weighted Least Squares.” Wei Liu, Pingping Zhang, Hongxing Qin, Xiaolin Huang, Jie Yang, Michael Ng, International Journal of Computer Vision, 2024.* [Code](https://github.com/wliusjtu/Q-WLS)