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Image Restoration on MiO100 AgenticIR setting (Group B)

24.63PSNROPERA
18.088419.786721.48523.1833Mar 27, 2026Apr 5, 2026Apr 14, 2026Apr 23, 2026May 2, 2026May 11, 2026May 21, 2026

Evaluation results

MethodLinks
OPERAmode=Full, configuration=planning and execution training2026.0524.630.780.20.330.7158.41
EvoIR-Agent-ISetting=Setting I (AgenticIR-based)2026.0523.410.75890.27530.35350.498460.98
EvoIR-Agent-IISetting=Setting II (4KAgent-based)2026.0523.380.76430.31170.37350.529661.96
TIR-AgentType=Agent, Time(s)=71.092026.0322.80.7340.27250.39970.548865.24
TIR-AgentTime(s)=71.092026.0322.80.7340.27250.39970.548865.24
TIR-AgentSetting=Setting II (4KAgent-based)2026.0522.80.7340.27250.39970.548865.24
OPERAmode=Planning, configuration=optimized only planning with pretrained tools2026.0522.280.750.310.360.4659.1
RAR2026.0321.040.73260.12690.45820.648356.91
Gemini 3.0 ProTime(s)=109.832026.0321.030.69270.32380.32250.476457.82
4KAgentType=Agent, Time(s)=409.492026.0320.950.67270.30170.37340.550562.69
4KAgentType=Agentic Systems2026.0520.950.670.30.370.5562.69
4KAgentSetting=Setting II (4KAgent-based)2026.0520.950.67270.30170.37340.550562.69
MAIRType=Agent2026.0320.920.70040.27880.35440.508460.98
MAIRType=Agentic Systems2026.0520.920.70.280.350.5160.98
MAIRSetting=Setting I (AgenticIR-based)2026.0520.920.70040.27880.35440.508460.98
GPT-5.2Time(s)=110.652026.0320.840.66270.35570.33690.486358.27
MiOIR2026.0320.560.69050.32430.26380.43351.87
MiOIRType=All-in-One, Time(s)=1.092026.0320.560.69050.32430.26380.43351.87
MiOIRType=All-in-One Models2026.0520.560.690.320.260.4351.87
MiOIRSetting=Setting I (AgenticIR-based)2026.0520.560.69050.32430.26380.43351.87
AgenticIR2026.0320.550.70090.30720.32040.464857.57
AgenticIRType=Agent, Time(s)=201.252026.0320.550.70090.30720.32040.464857.57
AgenticIRType=Agentic Systems2026.0520.550.70.310.320.4657.57
AgenticIRSetting=Setting I (AgenticIR-based)2026.0520.550.70090.30720.32040.464857.57
PromptIR2026.0320.470.67040.3370.28930.428948.1
PromptIRType=All-in-One, Time(s)=1.302026.0320.470.67040.3370.28930.428948.1
PromptIRType=All-in-One Models2026.0520.470.670.340.290.4348.1
PromptIRSetting=Setting I (AgenticIR-based)2026.0520.470.67040.3370.28930.428948.1
Claude Opus 4.5Time(s)=112.522026.0320.460.70510.31450.31890.464356.24
AutoDIR2026.0319.90.66430.35420.25340.398649.64
AutoDIRType=All-in-One, Time(s)=174.482026.0319.90.66430.35420.25340.398649.64
AutoDIRType=All-in-One Models2026.0519.90.660.350.250.449.64
AutoDIRSetting=Setting I (AgenticIR-based)2026.0519.90.66430.35420.25340.398649.64
AirNet2026.0319.310.65670.3670.28820.427447.88
AirNetType=All-in-One, Time(s)=1.832026.0319.310.65670.3670.28820.427447.88
AirNetType=All-in-One Models2026.0519.310.660.370.290.4347.88
AirNetSetting=Setting I (AgenticIR-based)2026.0519.310.65670.3670.28820.427447.88
AdaIR2026.0319.240.66370.34670.30010.43849.16
DARCOT2026.0319.080.63720.3910.28450.432146.37
DA-CLIP2026.0318.560.59460.44050.24350.415443.7
DA-CLIPType=All-in-One, Time(s)=47.412026.0318.560.59460.44050.24350.415443.7
DA-CLIPType=All-in-One Models2026.0518.560.590.440.240.4243.7
DA-CLIPSetting=Setting I (AgenticIR-based)2026.0518.560.59460.44050.24350.415443.7
InstructIR2026.0318.340.62350.40720.30220.37950.94
InstructIRType=All-in-One, Time(s)=1.502026.0318.340.62350.40720.30220.37950.94
InstructIRType=All-in-One Models2026.0518.340.620.410.30.3850.94
InstructIRSetting=Setting I (AgenticIR-based)2026.0518.340.62350.40720.30220.37950.94