Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment. (arXiv:2209.07126v1 [cs.CV])

Recent years have witnessed the great success of blind image quality
assessment (BIQA) in various task-specific scenarios, which present invariable
distortion types and evaluation criteria. However, due to the rigid structure
and learning framework, they cannot apply to the cross-task BIQA scenario,
where the distortion types and evaluation criteria keep changing in practical
applications. This paper proposes a scalable incremental learning framework
(SILF) that could sequentially conduct BIQA across multiple evaluation tasks
with limited memory capacity. More specifically, we develop …

arxiv framework image incremental quality scalable