POS-ISP formulates ISP pipeline optimization as a global sequence prediction problem solved via sequence-level RL with terminal rewards, yielding better task performance and reduced cost than NAS or stepwise RL baselines.
Exposure: A white-box photo post-processing framework.ACM TOG, 2018
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POS-ISP: Pipeline Optimization at the Sequence Level for Task-aware ISP
POS-ISP formulates ISP pipeline optimization as a global sequence prediction problem solved via sequence-level RL with terminal rewards, yielding better task performance and reduced cost than NAS or stepwise RL baselines.