ResearchBenchmarksImage Restoration on CoTIR-Bench-7D 200 (test)Image Restoration on CoTIR-Bench-7D 200 (test)Follow65.59CLIP-IQA+CoTIR49.407653.608857.8162.0112Jun 16, 2026Evaluation resultsMethodMethodLinksCLIP-IQA+Q-AlignLIQEMACLIPCLIP-IQAPSNRSSIMLPIPSAverage Runtime (s)CoTIR2026.0665.594.15474.098455.9354.2922.8277.570.1354AutoDIRVenue=ECCV24Venue=ECCV242026.0656.173.33413.187251.5743.8819.9667.430.302327AgenticIRVenue=ICLR25Venue=ICLR252026.0650.393.05072.609948.3639.7916.9863.510.336655Q-Agent*Venue=Arxiv26Venue=Arxiv262026.0650.033.21042.71148.4938.0119.8369.560.30139