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ResearchFormerly WizWand

Semantic Segmentation on Cityscapes low-data regime (val)

75.83mIoUDenseFixMatch
54.56260.083565.60571.1265May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=14882026.0575.83
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=14882026.0575.68
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=29752026.0575.5
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=14882026.0575.5
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=14882026.0575.23
SupervisedSampling=Uniform, Setup=Single-task, Labels=29752026.0574.98
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=14882026.0574.98
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=14882026.0574.94
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=14882026.0574.72
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=7442026.0574.64
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=14882026.0574.63
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=7442026.0574.28
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=7442026.0574.21
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=7442026.0573.9
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=7442026.0573.87
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=14882026.0573.69
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=7442026.0573.66
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=7442026.0573.61
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=7442026.0573.35
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=3722026.0572.96
SupervisedSampling=Uniform, Setup=Single-task, Labels=14882026.0572.88
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=3722026.0572.56
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=3722026.0572.54
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=3722026.0572.18
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=3722026.0571.75
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=3722026.0571.45
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=3722026.0571.32
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=3722026.0571.29
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=7442026.0571.21
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=1862026.0570.24
SupervisedSampling=Uniform, Setup=Single-task, Labels=7442026.0569.88
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=1862026.0569.1
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=1862026.0568.85
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=1862026.0568.72
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=1862026.0568.11
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=3722026.0567.96
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=1862026.0566.98
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=1862026.0566.9
SupervisedSampling=Uniform, Setup=Single-task, Labels=3722026.0566.59
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=1862026.0565.43
DenseFixMatchSampling=Explicit, Setup=Multi-task (a), Labels=932026.0564.53
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=1862026.0564.49
DenseFixMatchSampling=Explicit, Setup=Single-task, Labels=932026.0564.16
FixMatch*Sampling=Explicit, Setup=Multi-task (a), Labels=932026.0563.42
SupervisedSampling=Uniform, Setup=Single-task, Labels=1862026.0562.43
FixMatch*Sampling=Implicit, Setup=Multi-task (a), Labels=932026.0562.38
DenseFixMatchSampling=Implicit, Setup=Multi-task (a), Labels=932026.0561.6
FixMatch*Sampling=Explicit, Setup=Single-task, Labels=932026.0561.35
DenseFixMatchSampling=Implicit, Setup=Single-task, Labels=932026.0560.42
FixMatch*Sampling=Implicit, Setup=Single-task, Labels=932026.0558.71
SupervisedSampling=Uniform, Setup=Multi-task (a), Labels=932026.0556.84
SupervisedSampling=Uniform, Setup=Single-task, Labels=932026.0555.38