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ResearchFormerly WizWand

Referring Expression Segmentation on RefCOCOg UMD (test-u)

71.06mIoUSAFARI
-1.864817.06763654.9324Jul 2, 2024Oct 25, 2024Feb 18, 2025Jun 14, 2025Oct 7, 2025Jan 31, 2026May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SAFARILabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised, Extra Training Data=true2024.0771.06
PolyFormerLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised, Extra Training Data=true2024.0769.88
SAFARILabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Fully Supervised2024.0762.74
Learning to LabelLabel Budget=10%2026.0562.66
Baseline (w/ MLLM)Label Budget=10%2026.0561.51
Learning to LabelLabel Budget=5%2026.0561.11
Baseline (w/ MLLM)Label Budget=5%2026.0559.84
VLTLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.0756.65
Learning to LabelLabel Budget=1%2026.0556
SAFARILabel-Rate Mask=30%, Label-Rate BBox=30%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0755.83
SeqTRLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.0755.64
Partial-RESLabel-Rate Mask=30%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0754.81
SAFARILabel-Rate Mask=20%, Label-Rate BBox=20%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0754.61
LTSLabel-Rate Mask=100%, Label-Rate BBox=100%, Vis. Backbone=DN53, Supervision Type=Fully Supervised2024.0754.25
Partial-RESLabel-Rate Mask=20%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0754.02
Baseline (w/ MLLM)Label Budget=1%2026.0553.41
SAFARILabel-Rate Mask=10%, Label-Rate BBox=10%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0752.94
Learning to LabelLabel Budget=0.1%2026.0552.8
Partial-RESLabel-Rate Mask=10%, Label-Rate BBox=100%, Vis. Backbone=Swin-B, Supervision Type=Weakly Supervised2024.0752.68
Baseline (w/ MLLM)Label Budget=0.1%2026.0551.87
Baseline (w/o MLLM)Label Budget=10%2026.0550.81
SemiRESLabel Budget=5%2026.0550.11
Baseline (w/o MLLM)Label Budget=5%2026.0548.24
RESMatchLabel Budget=10%2026.0547.39
FixmatchLabel Budget=10%2026.0546.78
CCVCLabel Budget=10%2026.0543.49
SupervisedLabel Budget=10%2026.0541.58
RESMatchLabel Budget=5%2026.0541.42
FixmatchLabel Budget=5%2026.0540.98
CCVCLabel Budget=5%2026.0539.23
AugSegLabel Budget=10%2026.0538.28
SupervisedLabel Budget=5%2026.0536.5
SemiRESLabel Budget=1%2026.0536.18
Baseline (w/o MLLM)Label Budget=1%2026.0535.87
AugSegLabel Budget=5%2026.0535.31
FixmatchLabel Budget=1%2026.0533.58
RESMatchLabel Budget=1%2026.0533.21
CCVCLabel Budget=1%2026.0530.57
SupervisedLabel Budget=1%2026.0526.92
AugSegLabel Budget=1%2026.0524.71
Baseline (w/o MLLM)Label Budget=0.1%2026.0522.32
FixmatchLabel Budget=0.1%2026.0521.12
RESMatchLabel Budget=0.1%2026.0520.91
SupervisedLabel Budget=0.1%2026.0517.14
CCVCLabel Budget=0.1%2026.0511.7
AugSegLabel Budget=0.1%2026.050.94