This is the code of paper "ASCNet: Asymmetric Sampling Correction Network for Infrared Image Destriping".[Paper] [Weight]

Shuai Yuan, Hanlin Qin, Xiang Yan, Shiqi Yang, Shuowen Yang, Naveed Akhtar, Huixin Zhou, IEEE Transactions on Geoscience and Remote Sensing 2025.

Real Destriping Examples

Mars	Building

Road	Car

Chanlleges and inspiration

Structure

Usage

1. Dataset

Training dataset: [Data]

Training dataset augmentation: [Data_AUG]

2. Train.

python train.py

3. Test and demo. [Weight]

python test.py

If the implementation of this repo is helpful to you, just star it！⭐⭐⭐

If you find the code useful, please consider citing our paper using the following BibTeX entry.

@ARTICLE{10855453,
  author={Yuan, Shuai and Qin, Hanlin and Yan, Xiang and Yang, Shiqi and Yang, Shuowen and Akhtar, Naveed and Zhou, Huixin},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={ASCNet: Asymmetric Sampling Correction Network for Infrared Image Destriping}, 
  year={2025},
  volume={},
  number={},
  pages={1-1},
  keywords={Noise;Discrete wavelet transforms;Semantics;Image reconstruction;Feature extraction;Neural networks;Filters;Crosstalk;Aggregates;Geoscience and remote sensing;Infrared image destriping;deep learning;asymmetric sampling;wavelet transform;column correction},
  doi={10.1109/TGRS.2025.3534838}}

Contact

Welcome to raise issues or email to [email protected] for any question regarding our ASCNet.