Image Restoration on MiO100 AgenticIR setting (Group B)
24.63PSNROPERA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OPERAmode=Full, configuration=planning and execution training2026.05 | 24.63 | 0.78 | 0.2 | 0.33 | 0.71 | 58.41 | |
| EvoIR-Agent-ISetting=Setting I (AgenticIR-based)2026.05 | 23.41 | 0.7589 | 0.2753 | 0.3535 | 0.4984 | 60.98 | |
| EvoIR-Agent-IISetting=Setting II (4KAgent-based)2026.05 | 23.38 | 0.7643 | 0.3117 | 0.3735 | 0.5296 | 61.96 | |
| TIR-AgentType=Agent, Time(s)=71.092026.03 | 22.8 | 0.734 | 0.2725 | 0.3997 | 0.5488 | 65.24 | |
| TIR-AgentTime(s)=71.092026.03 | 22.8 | 0.734 | 0.2725 | 0.3997 | 0.5488 | 65.24 | |
| TIR-AgentSetting=Setting II (4KAgent-based)2026.05 | 22.8 | 0.734 | 0.2725 | 0.3997 | 0.5488 | 65.24 | |
| OPERAmode=Planning, configuration=optimized only planning with pretrained tools2026.05 | 22.28 | 0.75 | 0.31 | 0.36 | 0.46 | 59.1 | |
| RAR2026.03 | 21.04 | 0.7326 | 0.1269 | 0.4582 | 0.6483 | 56.91 | |
| Gemini 3.0 ProTime(s)=109.832026.03 | 21.03 | 0.6927 | 0.3238 | 0.3225 | 0.4764 | 57.82 | |
| 4KAgentType=Agent, Time(s)=409.492026.03 | 20.95 | 0.6727 | 0.3017 | 0.3734 | 0.5505 | 62.69 | |
| 4KAgentType=Agentic Systems2026.05 | 20.95 | 0.67 | 0.3 | 0.37 | 0.55 | 62.69 | |
| 4KAgentSetting=Setting II (4KAgent-based)2026.05 | 20.95 | 0.6727 | 0.3017 | 0.3734 | 0.5505 | 62.69 | |
| MAIRType=Agent2026.03 | 20.92 | 0.7004 | 0.2788 | 0.3544 | 0.5084 | 60.98 | |
| MAIRType=Agentic Systems2026.05 | 20.92 | 0.7 | 0.28 | 0.35 | 0.51 | 60.98 | |
| MAIRSetting=Setting I (AgenticIR-based)2026.05 | 20.92 | 0.7004 | 0.2788 | 0.3544 | 0.5084 | 60.98 | |
| GPT-5.2Time(s)=110.652026.03 | 20.84 | 0.6627 | 0.3557 | 0.3369 | 0.4863 | 58.27 | |
| MiOIR2026.03 | 20.56 | 0.6905 | 0.3243 | 0.2638 | 0.433 | 51.87 | |
| MiOIRType=All-in-One, Time(s)=1.092026.03 | 20.56 | 0.6905 | 0.3243 | 0.2638 | 0.433 | 51.87 | |
| MiOIRType=All-in-One Models2026.05 | 20.56 | 0.69 | 0.32 | 0.26 | 0.43 | 51.87 | |
| MiOIRSetting=Setting I (AgenticIR-based)2026.05 | 20.56 | 0.6905 | 0.3243 | 0.2638 | 0.433 | 51.87 | |
| AgenticIR2026.03 | 20.55 | 0.7009 | 0.3072 | 0.3204 | 0.4648 | 57.57 | |
| AgenticIRType=Agent, Time(s)=201.252026.03 | 20.55 | 0.7009 | 0.3072 | 0.3204 | 0.4648 | 57.57 | |
| AgenticIRType=Agentic Systems2026.05 | 20.55 | 0.7 | 0.31 | 0.32 | 0.46 | 57.57 | |
| AgenticIRSetting=Setting I (AgenticIR-based)2026.05 | 20.55 | 0.7009 | 0.3072 | 0.3204 | 0.4648 | 57.57 | |
| PromptIR2026.03 | 20.47 | 0.6704 | 0.337 | 0.2893 | 0.4289 | 48.1 | |
| PromptIRType=All-in-One, Time(s)=1.302026.03 | 20.47 | 0.6704 | 0.337 | 0.2893 | 0.4289 | 48.1 | |
| PromptIRType=All-in-One Models2026.05 | 20.47 | 0.67 | 0.34 | 0.29 | 0.43 | 48.1 | |
| PromptIRSetting=Setting I (AgenticIR-based)2026.05 | 20.47 | 0.6704 | 0.337 | 0.2893 | 0.4289 | 48.1 | |
| Claude Opus 4.5Time(s)=112.522026.03 | 20.46 | 0.7051 | 0.3145 | 0.3189 | 0.4643 | 56.24 | |
| AutoDIR2026.03 | 19.9 | 0.6643 | 0.3542 | 0.2534 | 0.3986 | 49.64 | |
| AutoDIRType=All-in-One, Time(s)=174.482026.03 | 19.9 | 0.6643 | 0.3542 | 0.2534 | 0.3986 | 49.64 | |
| AutoDIRType=All-in-One Models2026.05 | 19.9 | 0.66 | 0.35 | 0.25 | 0.4 | 49.64 | |
| AutoDIRSetting=Setting I (AgenticIR-based)2026.05 | 19.9 | 0.6643 | 0.3542 | 0.2534 | 0.3986 | 49.64 | |
| AirNet2026.03 | 19.31 | 0.6567 | 0.367 | 0.2882 | 0.4274 | 47.88 | |
| AirNetType=All-in-One, Time(s)=1.832026.03 | 19.31 | 0.6567 | 0.367 | 0.2882 | 0.4274 | 47.88 | |
| AirNetType=All-in-One Models2026.05 | 19.31 | 0.66 | 0.37 | 0.29 | 0.43 | 47.88 | |
| AirNetSetting=Setting I (AgenticIR-based)2026.05 | 19.31 | 0.6567 | 0.367 | 0.2882 | 0.4274 | 47.88 | |
| AdaIR2026.03 | 19.24 | 0.6637 | 0.3467 | 0.3001 | 0.438 | 49.16 | |
| DARCOT2026.03 | 19.08 | 0.6372 | 0.391 | 0.2845 | 0.4321 | 46.37 | |
| DA-CLIP2026.03 | 18.56 | 0.5946 | 0.4405 | 0.2435 | 0.4154 | 43.7 | |
| DA-CLIPType=All-in-One, Time(s)=47.412026.03 | 18.56 | 0.5946 | 0.4405 | 0.2435 | 0.4154 | 43.7 | |
| DA-CLIPType=All-in-One Models2026.05 | 18.56 | 0.59 | 0.44 | 0.24 | 0.42 | 43.7 | |
| DA-CLIPSetting=Setting I (AgenticIR-based)2026.05 | 18.56 | 0.5946 | 0.4405 | 0.2435 | 0.4154 | 43.7 | |
| InstructIR2026.03 | 18.34 | 0.6235 | 0.4072 | 0.3022 | 0.379 | 50.94 | |
| InstructIRType=All-in-One, Time(s)=1.502026.03 | 18.34 | 0.6235 | 0.4072 | 0.3022 | 0.379 | 50.94 | |
| InstructIRType=All-in-One Models2026.05 | 18.34 | 0.62 | 0.41 | 0.3 | 0.38 | 50.94 | |
| InstructIRSetting=Setting I (AgenticIR-based)2026.05 | 18.34 | 0.6235 | 0.4072 | 0.3022 | 0.379 | 50.94 |