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ResearchFormerly WizWand

Object Detection on Cityscapes low-data regime (val)

35.49mAPDenseFixMatch
17.102821.876426.6531.4236May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=14882026.0535.49
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=7442026.0535.28
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=14882026.0535.06
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=7442026.0535.04
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=1862026.0534.97
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=7442026.0534.93
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=14882026.0534.76
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=3722026.0534.67
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=1862026.0534.57
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=7442026.0534.48
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=3722026.0534.4
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=14882026.0534.38
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=932026.0534.23
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=932026.0534.07
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=3722026.0533.83
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=14882026.0533.82
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=14882026.0533.75
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=29752026.0533.73
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=14882026.0533.69
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=3722026.0533.69
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=1862026.0533.38
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=1862026.0533.31
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=1862026.0533.02
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=14882026.0533
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=932026.0532.97
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=932026.0532.53
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=3722026.0532.39
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=7442026.0532.05
SupervisedSampling=Uniform, Setup=Single-task, Labels=29752026.0532
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=7442026.0531.9
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=932026.0531.73
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=14882026.0531.41
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=7442026.0530.93
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=7442026.0530.45
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=3722026.0529.99
SupervisedSampling=Uniform, Setup=Single-task, Labels=14882026.0529.88
SupervisedSampling=Uniform, Setup=Single-task, Labels=7442026.0529.82
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=7442026.0529.57
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=3722026.0529.25
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=3722026.0527.58
SupervisedSampling=Uniform, Setup=Single-task, Labels=3722026.0527.4
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=1862026.0527.32
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=1862026.0526.26
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=3722026.0525.89
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=932026.0524.84
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=1862026.0524.05
SupervisedSampling=Uniform, Setup=Single-task, Labels=1862026.0523.61
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=932026.0523.58
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=1862026.0523.45
SupervisedSampling=Uniform, Setup=Single-task, Labels=932026.0520.1
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=932026.0519.9
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=932026.0517.81