Object Detection on Cityscapes
43mAPFGD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FGDBackbone=ResNet-50, Role=Student, Distillation From=RCNN-Res101(T)2021.11 | 43 | 18 | 42.4 | 61.4 | — | — | — | |
| TeacherBackbone=ResNet1012021.10 | 42.9 | — | — | — | — | — | — | |
| RCNN-Res101(T)Backbone=ResNet-101, Role=Teacher2021.11 | 42.4 | 18.2 | 42.9 | 61.8 | — | — | — | |
| AdaptivePath=Featsp + Box2021.10 | 40.9 | — | — | — | — | — | — | |
| MultiobjectivePath=Featsp + Box2021.10 | 40.6 | — | — | — | — | — | — | |
| AdaptivePath=FeatsB + Box2021.10 | 40.2 | — | — | — | — | — | — | |
| RCNN-Res50(S)Backbone=ResNet-50, Role=Student2021.11 | 40.2 | 17.7 | 40.6 | 61.2 | — | — | — | |
| Hand-tunedPath=Featsp + Box2021.10 | 40.1 | — | — | — | — | — | — | |
| MultiobjectivePath=FeatsB + Box2021.10 | 40 | — | — | — | — | — | — | |
| SinglePath=Featsp2021.10 | 39.9 | — | — | — | — | — | — | |
| SinglePath=Box2021.10 | 39.8 | — | — | — | — | — | — | |
| Hand-tunedPath=FeatsB + Box2021.10 | 39.7 | — | — | — | — | — | — | |
| SinglePath=FeatsB2021.10 | 39.6 | — | — | — | — | — | — | |
| StudentBackbone=ResNet182021.10 | 38.1 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=184, # seg. labels=372, # det. labels=14882026.05 | 35.2 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=184, # seg. labels=372, # det. labels=14882026.05 | 34.55 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # labels=14882026.05 | 34.43 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=39, # seg. labels=93, # det. labels=14882026.05 | 34.4 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=372, # det. labels=14882026.05 | 34.13 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=93, # det. labels=14882026.05 | 34.08 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=184, # seg. labels=372, # det. labels=14882026.05 | 34.08 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=372, # det. labels=14882026.05 | 34.02 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=186, # det. labels=14882026.05 | 34 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=7532026.05 | 33.96 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=85, # seg. labels=186, # det. labels=14882026.05 | 33.93 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=7532026.05 | 33.91 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=85, # seg. labels=186, # det. labels=14882026.05 | 33.82 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=93, # det. labels=14882026.05 | 33.8 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # seg. labels=93, # det. labels=14882026.05 | 33.78 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # labels=14882026.05 | 33.77 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # labels=14882026.05 | 33.76 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=7532026.05 | 33.74 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=186, # det. labels=14882026.05 | 33.7 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # labels=14882026.05 | 33.7 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=7532026.05 | 33.64 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # seg. labels=372, # det. labels=14882026.05 | 33.57 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=184, # seg. labels=372, # det. labels=14882026.05 | 33.56 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=39, # seg. labels=93, # det. labels=14882026.05 | 33.43 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=85, # seg. labels=186, # det. labels=14882026.05 | 33.42 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # seg. labels=372, # det. labels=14882026.05 | 33.39 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=39, # seg. labels=93, # det. labels=14882026.05 | 33.21 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # seg. labels=186, # det. labels=14882026.05 | 33.18 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # seg. labels=93, # det. labels=14882026.05 | 33.07 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=85, # seg. labels=186, # det. labels=14882026.05 | 33.01 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # labels=7442026.05 | 32.79 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # seg. labels=186, # det. labels=14882026.05 | 32.57 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # labels=7442026.05 | 32.49 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=43, # seg. labels=186, # det. labels=7442026.05 | 32.31 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=186, # det. labels=7442026.05 | 32.28 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=39, # seg. labels=93, # det. labels=14882026.05 | 32.21 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # seg. labels=186, # det. labels=7442026.05 | 32.19 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=20, # seg. labels=93, # det. labels=7442026.05 | 32.14 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=1802026.05 | 32.13 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=93, # det. labels=7442026.05 | 31.85 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=20, # seg. labels=93, # det. labels=7442026.05 | 31.84 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=186, # det. labels=7442026.05 | 31.77 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=1802026.05 | 31.77 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=43, # seg. labels=186, # det. labels=7442026.05 | 31.71 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # labels=7442026.05 | 31.65 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # seg. labels=93, # det. labels=14882026.05 | 31.6 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=93, # det. labels=7442026.05 | 31.59 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=1802026.05 | 31.54 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # seg. labels=372, # det. labels=14882026.05 | 31.48 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=85, # seg. labels=186, # det. labels=14882026.05 | 31.45 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # seg. labels=186, # det. labels=14882026.05 | 31.41 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=20, # seg. labels=93, # det. labels=7442026.05 | 31.38 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # labels=14882026.05 | 31.36 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # labels=7442026.05 | 31.31 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # seg. labels=186, # det. labels=7442026.05 | 31.23 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=184, # seg. labels=372, # det. labels=14882026.05 | 31.21 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # seg. labels=93, # det. labels=7442026.05 | 31.09 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=43, # seg. labels=186, # det. labels=7442026.05 | 31.07 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=39, # seg. labels=93, # det. labels=14882026.05 | 30.81 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=7532026.05 | 30.59 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=20, # seg. labels=93, # det. labels=7442026.05 | 30.55 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # labels=3722026.05 | 30.38 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=452026.05 | 30.24 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # labels=7442026.05 | 30.2 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # seg. labels=93, # det. labels=7442026.05 | 29.95 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=1802026.05 | 29.87 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # labels=3722026.05 | 29.76 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=452026.05 | 29.73 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # seg. labels=186, # det. labels=7442026.05 | 29.7 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=11, # seg. labels=93, # det. labels=3722026.05 | 29.6 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=1802026.05 | 29.58 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, # seg. labels=93, # det. labels=7442026.05 | 29.51 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # seg. labels=93, # det. labels=3722026.05 | 29.5 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=20, # seg. labels=93, # det. labels=7442026.05 | 29.48 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=43, # seg. labels=186, # det. labels=7442026.05 | 29.39 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # seg. labels=93, # det. labels=3722026.05 | 29.24 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, Overlap size=452026.05 | 29.06 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, Overlap size=11, # seg. labels=93, # det. labels=3722026.05 | 29.02 | — | — | — | — | — | — | |
| FixMatch*Sampling=Implicit, # labels=3722026.05 | 28.66 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=11, # seg. labels=93, # det. labels=3722026.05 | 28.53 | — | — | — | — | — | — | |
| SupervisedSampling=Uniform, Overlap size=43, # seg. labels=186, # det. labels=7442026.05 | 28.47 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, Overlap size=452026.05 | 28.45 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, # labels=1862026.05 | 28.21 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Implicit, # labels=3722026.05 | 28.17 | — | — | — | — | — | — | |
| FixMatch*Sampling=Explicit, # labels=1862026.05 | 27.87 | — | — | — | — | — | — | |
| DenseFixMatchSampling=Explicit, Overlap size=182026.05 | 27.8 | — | — | — | — | — | — |