Object Detection on Cityscapes low-data regime (val)
35.49mAPDenseFixMatch
Evaluation Results
| Method | Links | |
|---|---|---|
| DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=14882026.05 | 35.49 | |
| DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=7442026.05 | 35.28 | |
| FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=14882026.05 | 35.06 | |
| FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=7442026.05 | 35.04 | |
| DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=1862026.05 | 34.97 | |
| DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=7442026.05 | 34.93 | |
| DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=14882026.05 | 34.76 | |
| FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=3722026.05 | 34.67 | |
| FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=1862026.05 | 34.57 | |
| FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=7442026.05 | 34.48 | |
| DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=3722026.05 | 34.4 | |
| FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=14882026.05 | 34.38 | |
| DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=932026.05 | 34.23 | |
| FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=932026.05 | 34.07 | |
| DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=3722026.05 | 33.83 | |
| DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=14882026.05 | 33.82 | |
| FixMatch*Sampling=Explicit, Setup=Single-task, Labels=14882026.05 | 33.75 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=29752026.05 | 33.73 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=14882026.05 | 33.69 | |
| FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=3722026.05 | 33.69 | |
| FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=1862026.05 | 33.38 | |
| DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=1862026.05 | 33.31 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=1862026.05 | 33.02 | |
| DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=14882026.05 | 33 | |
| DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=932026.05 | 32.97 | |
| FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=932026.05 | 32.53 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=3722026.05 | 32.39 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=7442026.05 | 32.05 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=29752026.05 | 32 | |
| DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=7442026.05 | 31.9 | |
| SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=932026.05 | 31.73 | |
| FixMatch*Sampling=Implicit, Setup=Single-task, Labels=14882026.05 | 31.41 | |
| FixMatch*Sampling=Explicit, Setup=Single-task, Labels=7442026.05 | 30.93 | |
| DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=7442026.05 | 30.45 | |
| DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=3722026.05 | 29.99 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=14882026.05 | 29.88 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=7442026.05 | 29.82 | |
| FixMatch*Sampling=Implicit, Setup=Single-task, Labels=7442026.05 | 29.57 | |
| FixMatch*Sampling=Explicit, Setup=Single-task, Labels=3722026.05 | 29.25 | |
| FixMatch*Sampling=Implicit, Setup=Single-task, Labels=3722026.05 | 27.58 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=3722026.05 | 27.4 | |
| DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=1862026.05 | 27.32 | |
| FixMatch*Sampling=Explicit, Setup=Single-task, Labels=1862026.05 | 26.26 | |
| DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=3722026.05 | 25.89 | |
| DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=932026.05 | 24.84 | |
| DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=1862026.05 | 24.05 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=1862026.05 | 23.61 | |
| FixMatch*Sampling=Explicit, Setup=Single-task, Labels=932026.05 | 23.58 | |
| FixMatch*Sampling=Implicit, Setup=Single-task, Labels=1862026.05 | 23.45 | |
| SupervisedSampling=Uniform, Setup=Single-task, Labels=932026.05 | 20.1 | |
| DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=932026.05 | 19.9 | |
| FixMatch*Sampling=Implicit, Setup=Single-task, Labels=932026.05 | 17.81 |