Learning enriched channel interactions for image dehazing and beyond

Abdul Hafeez Babar, Md Shamim Hossain, Weihua Tong, Naijie Gu, Zhangjin Huang

Abstract: Highlights•DDCA-Net integrates spatial and frequency channel attention for image dehazing.•Novel modules correct color distortion and restore blurred textures effectively.•Achieves SOTA PSNRs on benchmarks and boosts performance in downstream tasks.

External IDs:doi:10.1016/j.displa.2025.103212