Kernekoncepter
HAIR, a novel hypernetwork-based approach to all-in-one image restoration, leverages dynamic parameter generation based on input image degradation information to outperform existing methods in both single-task and multi-task settings.
Cao, J., Cao, Y., Pang, L., Meng, D., & Cao, X. (2024). HAIR: Hypernetworks-based All-in-One Image Restoration [Preprint]. arXiv:2408.08091v3 [cs.CV].
This paper introduces HAIR, a novel hypernetwork-based approach for all-in-one image restoration, aiming to address the limitations of existing methods that rely on fixed parameters for handling various image degradations.