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ResearchFormerly WizWand

Referring Expression Segmentation on RefCOCO+ UMD (testB)

50.43Overall IoULearning to Label
-1.36212.08425.5338.976May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Learning to LabelLabel Budget=5%2026.0550.43
Learning to LabelLabel Budget=10%2026.0550.26
Baseline (w/ MLLM)Label Budget=10%2026.0548.22
Learning to LabelLabel Budget=0.1%2026.0548.19
Learning to LabelLabel Budget=1%2026.0547.82
Baseline (w/ MLLM)Label Budget=5%2026.0546.25
Baseline (w/ MLLM)Label Budget=1%2026.0545.26
Baseline (w/ MLLM)Label Budget=0.1%2026.0543.8
Baseline (w/o MLLM)Label Budget=10%2026.0541.36
SemiRESLabel Budget=5%2026.0538.74
RESMatchLabel Budget=10%2026.0537.97
Baseline (w/o MLLM)Label Budget=5%2026.0537.81
FixmatchLabel Budget=10%2026.0536.57
CCVCLabel Budget=10%2026.0535.76
SupervisedLabel Budget=10%2026.0534.5
RESMatchLabel Budget=5%2026.0533.56
FixmatchLabel Budget=5%2026.0533.31
CCVCLabel Budget=5%2026.0532.2
AugSegLabel Budget=10%2026.0531.17
SupervisedLabel Budget=5%2026.0530.71
SemiRESLabel Budget=1%2026.0528.58
AugSegLabel Budget=5%2026.0528.22
Baseline (w/o MLLM)Label Budget=1%2026.0526.81
RESMatchLabel Budget=1%2026.0526.07
FixmatchLabel Budget=1%2026.0525.55
CCVCLabel Budget=1%2026.0525.31
SupervisedLabel Budget=1%2026.0522.56
AugSegLabel Budget=1%2026.0519.49
Baseline (w/o MLLM)Label Budget=0.1%2026.0516.76
SupervisedLabel Budget=0.1%2026.0515.73
RESMatchLabel Budget=0.1%2026.0515.37
CCVCLabel Budget=0.1%2026.0514.77
FixmatchLabel Budget=0.1%2026.0510.53
AugSegLabel Budget=0.1%2026.050.63