Image Restoration on MiO100 AgenticIR setting (Group A)
24.81PSNROPERA
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OPERAmode=Full, configuration=planning and execution training2026.05 | 24.81 | 77 | 0.23 | 32 | 72 | 57.84 | |
| EvoIR-Agent-IISetting=Setting II (4KAgent-based)2026.05 | 23.86 | 74.88 | 0.3085 | 36.23 | 52.04 | 61.82 | |
| EvoIR-Agent-ISetting=Setting I (AgenticIR-based)2026.05 | 23.49 | 73.68 | 0.284 | 34.4 | 48.89 | 60.1 | |
| OPERAmode=Planning, configuration=optimized only planning with pretrained tools2026.05 | 22.32 | 71 | 0.33 | 35 | 45 | 59.34 | |
| Gemini 3.0 ProTime(s)=99.592026.03 | 22.23 | 70.85 | 0.3151 | 31.49 | 45.73 | 57.95 | |
| TIR-AgentType=Agent, Time(s)=61.582026.03 | 22.07 | 69.35 | 0.2874 | 39.07 | 54.54 | 63.69 | |
| TIR-AgentTime(s)=61.582026.03 | 22.07 | 69.35 | 0.2874 | 39.07 | 54.54 | 63.69 | |
| TIR-AgentSetting=Setting II (4KAgent-based)2026.05 | 22.07 | 69.35 | 0.2874 | 39.07 | 54.54 | 63.69 | |
| 4KAgentType=Agent, Time(s)=333.142026.03 | 21.48 | 67.2 | 0.3019 | 37.48 | 55.44 | 63.19 | |
| 4KAgentType=Agentic Systems2026.05 | 21.48 | 67 | 0.3 | 37 | 55 | 63.19 | |
| 4KAgentSetting=Setting II (4KAgent-based)2026.05 | 21.48 | 67.2 | 0.3019 | 37.48 | 55.44 | 63.19 | |
| Claude Opus 4.5Time(s)=97.712026.03 | 21.47 | 69.99 | 0.3264 | 30.73 | 45.38 | 55.89 | |
| GPT-5.2Time(s)=101.322026.03 | 21.33 | 66.2 | 0.3639 | 33.85 | 48.7 | 57.45 | |
| AgenticIR2026.03 | 21.04 | 68.18 | 0.3148 | 30.71 | 44.74 | 56.88 | |
| AgenticIRType=Agent, Time(s)=184.572026.03 | 21.04 | 68.18 | 0.3148 | 30.71 | 44.74 | 56.88 | |
| AgenticIRType=Agentic Systems2026.05 | 21.04 | 68 | 0.31 | 31 | 45 | 56.88 | |
| AgenticIRSetting=Setting I (AgenticIR-based)2026.05 | 21.04 | 68.18 | 0.3148 | 30.71 | 44.74 | 56.88 | |
| MAIRType=Agent2026.03 | 21.02 | 67.15 | 0.2963 | 33.3 | 47.51 | 59.19 | |
| MAIRType=Agentic Systems2026.05 | 21.02 | 67 | 0.3 | 33 | 48 | 59.19 | |
| MAIRSetting=Setting I (AgenticIR-based)2026.05 | 21.02 | 67.15 | 0.2963 | 33.3 | 47.51 | 59.19 | |
| MiOIR2026.03 | 20.84 | 65.58 | 0.3715 | 24.51 | 39.33 | 47.82 | |
| MiOIRType=All-in-One, Time(s)=0.692026.03 | 20.84 | 65.58 | 0.3715 | 24.51 | 39.33 | 47.82 | |
| MiOIRType=All-in-One Models2026.05 | 20.84 | 66 | 0.37 | 25 | 39 | 47.82 | |
| MiOIRSetting=Setting I (AgenticIR-based)2026.05 | 20.84 | 65.58 | 0.3715 | 24.51 | 39.33 | 47.82 | |
| RAR2026.03 | 20.46 | 71.44 | 0.1299 | 46.59 | 65.66 | 57.19 | |
| PromptIR2026.03 | 20.06 | 60.88 | 0.4127 | 26.33 | 40.13 | 42.62 | |
| PromptIRType=All-in-One, Time(s)=1.262026.03 | 20.06 | 60.88 | 0.4127 | 26.33 | 40.13 | 42.62 | |
| PromptIRType=All-in-One Models2026.05 | 20.06 | 61 | 0.41 | 26 | 40 | 42.62 | |
| PromptIRSetting=Setting I (AgenticIR-based)2026.05 | 20.06 | 60.88 | 0.4127 | 26.33 | 40.13 | 42.62 | |
| AutoDIR2026.03 | 19.64 | 62.86 | 0.3967 | 25 | 37.67 | 47.01 | |
| AutoDIRType=All-in-One, Time(s)=128.642026.03 | 19.64 | 62.86 | 0.3967 | 25 | 37.67 | 47.01 | |
| AutoDIRType=All-in-One Models2026.05 | 19.64 | 63 | 0.4 | 25 | 38 | 47.01 | |
| AutoDIRSetting=Setting I (AgenticIR-based)2026.05 | 19.64 | 62.86 | 0.3967 | 25 | 37.67 | 47.01 | |
| DA-CLIP2026.03 | 19.58 | 60.32 | 0.4266 | 24.18 | 41.39 | 42.51 | |
| DA-CLIPType=All-in-One, Time(s)=44.872026.03 | 19.58 | 60.32 | 0.4266 | 24.18 | 41.39 | 42.51 | |
| DA-CLIPType=All-in-One Models2026.05 | 19.58 | 60 | 0.43 | 24 | 41 | 42.51 | |
| DA-CLIPSetting=Setting I (AgenticIR-based)2026.05 | 19.58 | 60.32 | 0.4266 | 24.18 | 41.39 | 42.51 | |
| AirNet2026.03 | 19.13 | 60.19 | 0.4283 | 25.81 | 39.3 | 42.46 | |
| AirNetType=All-in-One, Time(s)=1.752026.03 | 19.13 | 60.19 | 0.4283 | 25.81 | 39.3 | 42.46 | |
| AirNetType=All-in-One Models2026.05 | 19.13 | 60 | 0.43 | 26 | 39 | 42.46 | |
| AirNetSetting=Setting I (AgenticIR-based)2026.05 | 19.13 | 60.19 | 0.4283 | 25.81 | 39.3 | 42.46 | |
| AdaIR2026.03 | 19.06 | 60.61 | 0.417 | 27.18 | 41.17 | 44.66 | |
| DARCOT2026.03 | 18.82 | 59.6 | 0.4303 | 26.41 | 40.58 | 43.42 | |
| InstructIR2026.03 | 18.03 | 57.51 | 0.4429 | 26.6 | 35.28 | 45.77 | |
| InstructIRType=All-in-One, Time(s)=1.452026.03 | 18.03 | 57.51 | 0.4429 | 26.6 | 35.28 | 45.77 | |
| InstructIRType=All-in-One Models2026.05 | 18.03 | 58 | 0.44 | 27 | 35 | 45.77 | |
| InstructIRSetting=Setting I (AgenticIR-based)2026.05 | 18.03 | 57.51 | 0.4429 | 26.6 | 35.28 | 45.77 |