Restormer
Restormer is a Transformer model designed to enhance high-resolution image restoration, overcoming the limitations of CNNs. It performs effectively in tasks such as image deraining, motion deblurring, defocus deblurring, and denoising, recognized at CVPR 2022. The model features a unique architecture with multi-head attention and adaptive networks, efficiently managing pixel interactions while minimizing computational demands. Integrated with platforms like Huggingface Spaces and Google Colab, Restormer is accessible for practical applications and experimentation.