Semantic Segmentation on RoadSeg Mnih (test)
0.065NLLCDC(p-bar)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CDC(p-bar)Decision-Preserving=true, Pooling=Probability pooling2026.07 | 0.065 | 75.7 | 0.006 | 0.043 | 0.013 | 0.5 | |
| LTS(log S(z))Translation-Invariant=true, Pooling=Logit pooling2026.07 | 0.066 | 76.7 | 0.002 | 0.04 | 0.007 | — | |
| CDC(z-bar)Decision-Preserving=true, Pooling=Logit pooling2026.07 | 0.066 | 75.7 | 0.006 | 0.041 | 0.012 | 0.6 | |
| DC(z-bar)Translation-Invariant=true, Pooling=Logit pooling2026.07 | 0.067 | 76.7 | 0.008 | 0.047 | 0.04 | 0.1 | |
| LTS(z-bar)Translation-Invariant=false, Pooling=Logit pooling2026.07 | 0.067 | 76.7 | 0.004 | 0.047 | 0.024 | — | |
| CMSap(p-bar)Decision-Preserving=true, Pooling=Probability pooling2026.07 | 0.067 | 76.7 | 0.007 | 0.046 | 0.036 | — | |
| CMSop(p-bar)Decision-Preserving=true, Pooling=Probability pooling2026.07 | 0.067 | 76.7 | 0.007 | 0.046 | 0.037 | — | |
| CMSap(z-bar)Decision-Preserving=true, Pooling=Logit pooling2026.07 | 0.067 | 76.7 | 0.008 | 0.047 | 0.043 | — | |
| CMSop(z-bar)Decision-Preserving=true, Pooling=Logit pooling2026.07 | 0.067 | 76.7 | 0.007 | 0.047 | 0.043 | — | |
| DC(p-bar)Type=Standard affine, Pooling=Probability pooling2026.07 | 0.067 | 76.6 | 0.008 | 0.046 | 0.033 | 0.1 | |
| MS(z-bar)Translation-Invariant=false, Pooling=Logit pooling2026.07 | 0.068 | 76.5 | 0.01 | 0.056 | 0.053 | 0.2 | |
| MSc(z-bar)Translation-Invariant=true, Pooling=Logit pooling2026.07 | 0.068 | 76.5 | 0.01 | 0.057 | 0.055 | 0.2 | |
| TS(p-bar)Type=Standard Temperature-based, Pooling=Probability pooling2026.07 | 0.068 | 76.7 | 0.008 | 0.059 | 0.056 | — | |
| TS(z-bar)Type=Standard Temperature-based, Pooling=Logit pooling2026.07 | 0.068 | 76.7 | 0.009 | 0.061 | 0.065 | — | |
| ETS(p-bar)Type=Standard Temperature-based, Pooling=Probability pooling2026.07 | 0.068 | 76.7 | 0.008 | 0.059 | 0.055 | — | |
| ETS(z-bar)Type=Standard Temperature-based, Pooling=Logit pooling2026.07 | 0.068 | 76.7 | 0.009 | 0.061 | 0.065 | — | |
| p-barpipeline=Uncalibrated, pooling=Probability pooling2026.07 | 0.085 | 76.7 | 0.015 | 0.087 | 0.105 | — | |
| z-barpipeline=Uncalibrated, pooling=Logit pooling2026.07 | 0.088 | 76.7 | 0.016 | 0.091 | 0.117 | — | |
| p0pipeline=Uncalibrated, pooling=Single model2026.07 | 0.091 | 76.3 | 0.017 | 0.094 | 0.119 | — |