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ResearchFormerly WizWand

Referring Expression Segmentation on RefCOCO+ UMD (val)

57.95Overall IoULearning to Label
3.599617.709831.8245.9302May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Learning to LabelLabel Budget=10%2026.0557.95
Learning to LabelLabel Budget=5%2026.0557.44
Baseline (w/ MLLM)Label Budget=10%2026.0556.24
Learning to LabelLabel Budget=1%2026.0556.23
Baseline (w/ MLLM)Label Budget=5%2026.0556.14
Learning to LabelLabel Budget=0.1%2026.0555.97
Baseline (w/ MLLM)Label Budget=1%2026.0554.59
Baseline (w/ MLLM)Label Budget=0.1%2026.0553.37
Baseline (w/o MLLM)Label Budget=10%2026.0551.11
Baseline (w/o MLLM)Label Budget=5%2026.0547.05
SemiRESLabel Budget=5%2026.0547
RESMatchLabel Budget=10%2026.0545.03
FixmatchLabel Budget=10%2026.0542.5
CCVCLabel Budget=10%2026.0541.38
SupervisedLabel Budget=10%2026.0540.49
RESMatchLabel Budget=5%2026.0539.97
FixmatchLabel Budget=5%2026.0538.81
CCVCLabel Budget=5%2026.0537.3
SemiRESLabel Budget=1%2026.0536.49
SupervisedLabel Budget=5%2026.0536.05
AugSegLabel Budget=10%2026.0535.07
Baseline (w/o MLLM)Label Budget=1%2026.0534.45
AugSegLabel Budget=5%2026.0533.23
RESMatchLabel Budget=1%2026.0531.09
FixmatchLabel Budget=1%2026.0529.29
CCVCLabel Budget=1%2026.0529.12
SupervisedLabel Budget=1%2026.0525.62
AugSegLabel Budget=1%2026.0522.43
Baseline (w/o MLLM)Label Budget=0.1%2026.0521.05
RESMatchLabel Budget=0.1%2026.0518.11
SupervisedLabel Budget=0.1%2026.0517.44
FixmatchLabel Budget=0.1%2026.0515.41
CCVCLabel Budget=0.1%2026.0514.59
AugSegLabel Budget=0.1%2026.055.69