Author

Fanglin Chen

Harbin Institute of Technology, Shenzhen

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Preprint Sep 2026

Restoring without Forgetting: Filter-Level Continual Image Restoration via Parameter-Space Integrated Gradients

Adapting image restoration models to a stream of new tasks without revisiting past data remains challenging due to catastrophic forgetting. In this work, we propose Restoring without Forgetting (RwF), a filter-level continual adaptation framework for image restoration built upon a critical observation: task-specific kn...

Xin Feng, Jin Zhao, Yi-Zhen Zhang et al. · 0 citations

Jul 2026

Cross-domain steganography for hiding images within videos

A novel cross-domain steganography framework for hiding images within videos, namely VSHI-Net is proposed, and a Noise-Based Invertible Neural Networks backbone is designed to improve resistance against perturbations during lossy transmission.

Shi-Jie Leng, Junchao Zhou, Yao Lu et al. · Neural computing & applicati... · 0 citations