2 papers
cs.CV2025
Soft Knowledge Distillation with Multi-Dimensional Cross-Net Attention for Image Restoration Models Compression
Yongheng Zhang, Danfeng Yan
Transformer-based encoder-decoder models have achieved remarkable success in image-to-image transfer tasks, particularly in image restoration. However, their high computational com…
cs.CV2025
Knowledge Distillation for Image Restoration : Simultaneous Learning from Degraded and Clean Images
Yongheng Zhang, Danfeng Yan
Model compression through knowledge distillation has seen extensive application in classification and segmentation tasks. However, its potential in image-to-image translation, part…