The image distortions are complex and dynamically changing in the real-world scenario, due to fast development of processing system. blind quality assessment (BIQA) models may encounter challenge images with distortion types never seen before deployment. However, existing BIQA generally cannot evolve unseen adaptively, which greatly limits deployment application scenarios. To address this probl...