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ResearchFormerly WizWand

Referring Expression Segmentation on RefCOCO+ UMD (testA)

63.74Overall IoULearning to Label
7.985622.460336.93551.4097May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Learning to LabelLabel Budget=10%2026.0563.74
Learning to LabelLabel Budget=5%2026.0563.6
Baseline (w/ MLLM)Label Budget=10%2026.0562.77
Baseline (w/ MLLM)Label Budget=5%2026.0562.52
Learning to LabelLabel Budget=1%2026.0562.05
Learning to LabelLabel Budget=0.1%2026.0561.45
Baseline (w/ MLLM)Label Budget=1%2026.0560.41
Baseline (w/ MLLM)Label Budget=0.1%2026.0560.35
Baseline (w/o MLLM)Label Budget=10%2026.0557.96
SemiRESLabel Budget=5%2026.0554.52
Baseline (w/o MLLM)Label Budget=5%2026.0552.67
RESMatchLabel Budget=10%2026.0551.22
FixmatchLabel Budget=10%2026.0547.81
CCVCLabel Budget=10%2026.0545.24
RESMatchLabel Budget=5%2026.0544.66
SupervisedLabel Budget=10%2026.0544.48
FixmatchLabel Budget=5%2026.0543.34
SemiRESLabel Budget=1%2026.0542.86
CCVCLabel Budget=5%2026.0541.37
Baseline (w/o MLLM)Label Budget=1%2026.0540.44
SupervisedLabel Budget=5%2026.0539.87
AugSegLabel Budget=10%2026.0538.48
AugSegLabel Budget=5%2026.0536.68
RESMatchLabel Budget=1%2026.0535.72
FixmatchLabel Budget=1%2026.0533.47
CCVCLabel Budget=1%2026.0532.44
SupervisedLabel Budget=1%2026.0528.53
AugSegLabel Budget=1%2026.0525.35
Baseline (w/o MLLM)Label Budget=0.1%2026.0524.08
RESMatchLabel Budget=0.1%2026.0523.54
FixmatchLabel Budget=0.1%2026.0519.72
SupervisedLabel Budget=0.1%2026.0519.28
CCVCLabel Budget=0.1%2026.0515.3
AugSegLabel Budget=0.1%2026.0510.13