*** https://github.com/ZeChen-AI/KAN4IQA ***
Aug 28, 2025: Our new paper is accepted to Journal of Visual Communication and Image Representation (JVCIR), SCI, JCR Q2. May 27, 2025: We’ve updated the paper to further explore TaylorKAN and add extensive experiments. Dec 21, 2024: Our paper is accepted to ICASSP 2025! Oct 28, 2024: We release our code. Sep 12, 2024: We release our paper on arXiv.
If you find this work useful for your research, please consider citing our paper:
@inproceedings{yu2025exploring, title={Exploring Kolmogorov-Arnold networks for realistic image sharpness assessment}, author={Yu, Shaode and Chen, Ze and Yang, Zhimu and Gu, Jiacheng and Feng, Bizu and Sun, Qiurui}, booktitle={ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, pages={1--5}, year={2025}, organization={IEEE} }
@article{chen2025taylor, title = {Taylor expansion-based Kolmogorov–Arnold network for blind image quality assessment}, author = {Chen, Ze and Yu, Shaode}, journal = {Journal of Visual Communication and Image Representation}, volume = {112}, pages = {104571}, year = {2025}, issn = {1047-3203}, doi = {10.1016/j.jvcir.2025.104571}, url = {https://www.sciencedirect.com/science/article/pii/S1047320325001853} }