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Image Restoration on MiO100 AgenticIR setting (Group C)

23.04PSNROPERA
15.333617.334319.33521.3357Mar 27, 2026Apr 5, 2026Apr 14, 2026Apr 23, 2026May 2, 2026May 11, 2026May 21, 2026

Evaluation results

MethodLinks
OPERAmode=Full, configuration=planning and execution training2026.0523.04660.30.250.7251.27
OPERAmode=Planning, configuration=optimized only planning with pretrained tools2026.0520.75610.470.280.3749.91
Gemini 3.0 ProTime(s)=148.512026.0320.3861.180.4150.25770.397348.62
Claude Opus 4.5Time(s)=137.402026.0320.2760.430.42280.2660.413248.12
4KAgentType=Agent, Time(s)=555.122026.0319.7756.290.42710.35450.523355.56
4KAgentType=Agentic Systems2026.0519.77560.430.350.5255.56
TIR-AgentType=Agent, Time(s)=98.922026.0319.5356.430.4120.37390.549556.93
GPT-5.2Time(s)=133.442026.0319.5357.590.44410.32180.460453.09
TIR-AgentTime(s)=98.922026.0319.5356.430.4120.37390.549556.93
MAIRType=Agent2026.0319.4255.440.41420.27980.423951.36
MAIRType=Agentic Systems2026.0519.42550.410.280.4251.36
RAR2026.0319.3365.790.14890.46530.655456.56
AgenticIR2026.0318.8254.740.44930.26980.394848.68
AgenticIRType=Agent, Time(s)=249.702026.0318.8254.740.44930.26980.394848.68
AgenticIRType=Agentic Systems2026.0518.82550.450.270.3948.68
AutoDIR2026.0318.6154.430.50190.20450.293937.86
AutoDIRType=All-in-One, Time(s)=240.342026.0318.6154.430.50190.20450.293937.86
AutoDIRType=All-in-One Models2026.0518.61540.50.20.2937.86
DA-CLIP2026.0318.5353.20.53350.19160.347633.87
DA-CLIPType=All-in-One, Time(s)=59.642026.0318.5353.20.53350.19160.347633.87
DA-CLIPType=All-in-One Models2026.0518.53530.530.190.3533.87
PromptIR2026.0318.5151.660.57560.19060.310429.71
PromptIRType=All-in-One, Time(s)=1.362026.0318.5151.660.57560.19060.310429.71
PromptIRType=All-in-One Models2026.0518.51520.580.190.3129.71
AirNet2026.0317.9551.450.57820.18540.311330.12
AirNetType=All-in-One, Time(s)=2.072026.0317.9551.450.57820.18540.311330.12
AirNetType=All-in-One Models2026.0517.95510.580.190.3130.12
AdaIR2026.0317.8852.090.58020.20360.327630.83
DARCOT2026.0317.4549.930.60970.19370.317229.5
InstructIR2026.0317.0951.350.55820.17320.253733.69
InstructIRType=All-in-One, Time(s)=1.902026.0317.0951.350.55820.17320.253733.69
InstructIRType=All-in-One Models2026.0517.09510.560.170.2533.69
MiOIR2026.0315.6348.960.53760.17170.289137.95
MiOIRType=All-in-One, Time(s)=2.062026.0315.6348.960.53760.17170.289137.95
MiOIRType=All-in-One Models2026.0515.63490.540.170.2937.95