Image Restoration on MiO100 AgenticIR setting (Group C)
23.04PSNROPERA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OPERAmode=Full, configuration=planning and execution training2026.05 | 23.04 | 66 | 0.3 | 0.25 | 0.72 | 51.27 | |
| OPERAmode=Planning, configuration=optimized only planning with pretrained tools2026.05 | 20.75 | 61 | 0.47 | 0.28 | 0.37 | 49.91 | |
| Gemini 3.0 ProTime(s)=148.512026.03 | 20.38 | 61.18 | 0.415 | 0.2577 | 0.3973 | 48.62 | |
| Claude Opus 4.5Time(s)=137.402026.03 | 20.27 | 60.43 | 0.4228 | 0.266 | 0.4132 | 48.12 | |
| 4KAgentType=Agent, Time(s)=555.122026.03 | 19.77 | 56.29 | 0.4271 | 0.3545 | 0.5233 | 55.56 | |
| 4KAgentType=Agentic Systems2026.05 | 19.77 | 56 | 0.43 | 0.35 | 0.52 | 55.56 | |
| TIR-AgentType=Agent, Time(s)=98.922026.03 | 19.53 | 56.43 | 0.412 | 0.3739 | 0.5495 | 56.93 | |
| GPT-5.2Time(s)=133.442026.03 | 19.53 | 57.59 | 0.4441 | 0.3218 | 0.4604 | 53.09 | |
| TIR-AgentTime(s)=98.922026.03 | 19.53 | 56.43 | 0.412 | 0.3739 | 0.5495 | 56.93 | |
| MAIRType=Agent2026.03 | 19.42 | 55.44 | 0.4142 | 0.2798 | 0.4239 | 51.36 | |
| MAIRType=Agentic Systems2026.05 | 19.42 | 55 | 0.41 | 0.28 | 0.42 | 51.36 | |
| RAR2026.03 | 19.33 | 65.79 | 0.1489 | 0.4653 | 0.6554 | 56.56 | |
| AgenticIR2026.03 | 18.82 | 54.74 | 0.4493 | 0.2698 | 0.3948 | 48.68 | |
| AgenticIRType=Agent, Time(s)=249.702026.03 | 18.82 | 54.74 | 0.4493 | 0.2698 | 0.3948 | 48.68 | |
| AgenticIRType=Agentic Systems2026.05 | 18.82 | 55 | 0.45 | 0.27 | 0.39 | 48.68 | |
| AutoDIR2026.03 | 18.61 | 54.43 | 0.5019 | 0.2045 | 0.2939 | 37.86 | |
| AutoDIRType=All-in-One, Time(s)=240.342026.03 | 18.61 | 54.43 | 0.5019 | 0.2045 | 0.2939 | 37.86 | |
| AutoDIRType=All-in-One Models2026.05 | 18.61 | 54 | 0.5 | 0.2 | 0.29 | 37.86 | |
| DA-CLIP2026.03 | 18.53 | 53.2 | 0.5335 | 0.1916 | 0.3476 | 33.87 | |
| DA-CLIPType=All-in-One, Time(s)=59.642026.03 | 18.53 | 53.2 | 0.5335 | 0.1916 | 0.3476 | 33.87 | |
| DA-CLIPType=All-in-One Models2026.05 | 18.53 | 53 | 0.53 | 0.19 | 0.35 | 33.87 | |
| PromptIR2026.03 | 18.51 | 51.66 | 0.5756 | 0.1906 | 0.3104 | 29.71 | |
| PromptIRType=All-in-One, Time(s)=1.362026.03 | 18.51 | 51.66 | 0.5756 | 0.1906 | 0.3104 | 29.71 | |
| PromptIRType=All-in-One Models2026.05 | 18.51 | 52 | 0.58 | 0.19 | 0.31 | 29.71 | |
| AirNet2026.03 | 17.95 | 51.45 | 0.5782 | 0.1854 | 0.3113 | 30.12 | |
| AirNetType=All-in-One, Time(s)=2.072026.03 | 17.95 | 51.45 | 0.5782 | 0.1854 | 0.3113 | 30.12 | |
| AirNetType=All-in-One Models2026.05 | 17.95 | 51 | 0.58 | 0.19 | 0.31 | 30.12 | |
| AdaIR2026.03 | 17.88 | 52.09 | 0.5802 | 0.2036 | 0.3276 | 30.83 | |
| DARCOT2026.03 | 17.45 | 49.93 | 0.6097 | 0.1937 | 0.3172 | 29.5 | |
| InstructIR2026.03 | 17.09 | 51.35 | 0.5582 | 0.1732 | 0.2537 | 33.69 | |
| InstructIRType=All-in-One, Time(s)=1.902026.03 | 17.09 | 51.35 | 0.5582 | 0.1732 | 0.2537 | 33.69 | |
| InstructIRType=All-in-One Models2026.05 | 17.09 | 51 | 0.56 | 0.17 | 0.25 | 33.69 | |
| MiOIR2026.03 | 15.63 | 48.96 | 0.5376 | 0.1717 | 0.2891 | 37.95 | |
| MiOIRType=All-in-One, Time(s)=2.062026.03 | 15.63 | 48.96 | 0.5376 | 0.1717 | 0.2891 | 37.95 | |
| MiOIRType=All-in-One Models2026.05 | 15.63 | 49 | 0.54 | 0.17 | 0.29 | 37.95 |