Beyond Uniform Restoration: Empowering All-in-One Restoration with Pixel-Level Multimodal Guidance
MGN-AIR is presented, a novel pixel-level restoration framework for all-in-one image restoration that leverages both textual and visual prompts to provide global and local degradation cues, guiding the model on where to look and how to restore at each pixel.