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ResearchFormerly WizWand

Referring Expression Segmentation on RefCOCO UMD (testB)

62.63Overall IoULearning to Label
-0.227616.091232.4148.7288May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Learning to LabelLabel Budget=10%2026.0562.63
Learning to LabelLabel Budget=5%2026.0562.6
Learning to LabelLabel Budget=1%2026.0561.34
Baseline (w/ MLLM)Label Budget=10%2026.0561.17
Learning to LabelLabel Budget=0.1%2026.0559.39
Baseline (w/ MLLM)Label Budget=5%2026.0558.37
Baseline (w/ MLLM)Label Budget=1%2026.0557.91
Baseline (w/o MLLM)Label Budget=10%2026.0556.98
SemiRESLabel Budget=5%2026.0555.94
Baseline (w/ MLLM)Label Budget=0.1%2026.0555.44
RESMatchLabel Budget=10%2026.0554.17
Baseline (w/o MLLM)Label Budget=5%2026.0552.46
FixmatchLabel Budget=10%2026.0551.92
CCVCLabel Budget=10%2026.0549.51
SupervisedLabel Budget=10%2026.0548.38
RESMatchLabel Budget=5%2026.0547.2
SemiRESLabel Budget=1%2026.0544.48
FixmatchLabel Budget=5%2026.0544.3
CCVCLabel Budget=5%2026.0542.37
SupervisedLabel Budget=5%2026.0539.55
Baseline (w/o MLLM)Label Budget=1%2026.0537.42
AugSegLabel Budget=10%2026.0532
RESMatchLabel Budget=1%2026.0531.11
FixmatchLabel Budget=1%2026.0530.17
AugSegLabel Budget=5%2026.0527.93
SupervisedLabel Budget=1%2026.0524.35
CCVCLabel Budget=1%2026.0524.29
Baseline (w/o MLLM)Label Budget=0.1%2026.0523.86
AugSegLabel Budget=1%2026.0522.18
RESMatchLabel Budget=0.1%2026.0517.88
FixmatchLabel Budget=0.1%2026.0516.74
CCVCLabel Budget=0.1%2026.0515.16
SupervisedLabel Budget=0.1%2026.0514.72
AugSegLabel Budget=0.1%2026.052.19