InstructIR is a multi-task image restoration model that accepts a degraded image and a text instruction (e.g., remove noise, fix blur, enhance low light) and produces a high-quality result. It combines a language encoder with a vision backbone to enable few-shot adaptation across diverse degradation types including denoising, deraining, deblurring, dehazing, and super-resolution. Published at ECCV 2024.