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RefCOCO+

Benchmarks

Task NameDataset NameSOTA ResultTrend
Referring Expression ComprehensionRefCOCO+ (val)
Accuracy90.4
354
Referring Expression SegmentationRefCOCO+ (testA)
cIoU91.2
288
Referring Image SegmentationRefCOCO+ (test B)
mIoU78.59
267
Referring Expression SegmentationRefCOCO+ (testB)
cIoU92.1
256
Visual GroundingRefCOCO+ (val)
Accuracy91.4
253
Visual GroundingRefCOCO+ (testA)
Accuracy94.7
245
Referring Expression ComprehensionRefCOCO+ (testA)
Accuracy91.81
216
Referring Expression ComprehensionRefCOCO+ (test-A)
Accuracy94.7
172
Referring Expression ComprehensionRefCOCO+ (test-B)
Accuracy85.6
167
Referring Image SegmentationRefCOCO+ (testA)
mIoU2,982
112
Referring Image SegmentationRefCOCO+ (test A)
oIoU78.7
89
Referring SegmentationrefCOCO+ (testA)
cIoU0.842
60
Referring SegmentationrefCOCO+ (val)
cIoU80.1
49
Referring Expression SegmentationRefCOCO+ UMD (testB)
Overall IoU50.43
34
Referring Expression SegmentationRefCOCO+ UMD (testA)
Overall IoU63.74
34
Referring Expression SegmentationRefCOCO+ UMD (val)
Overall IoU57.95
34
LocalizationRefCOCO+ (val)
Accuracy85.05
32
LocalizationRefCOCO+ (testB)
Accuracy78.77
26
LocalizationRefCOCO+ (testA)
Accuracy91.56
26
Referring Expression SegmentationRefCOCO+ UMD partition (test B)
oIoU68.1
23
Referring Expression SegmentationRefCOCO+ UMD partition (test A)
oIoU78.7
23
Referring Expression GroundingRefCOCO+ (testB)
Accuracy83.5
23
Referring Expression GroundingRefCOCO+ (testA)
Accuracy92.8
23
Referring Expression SegmentationRefCOCO+ UNC (val)
cIoU70.3
18
Referring Expression ComprehensionRefCOCO+ 80 (val)
Accuracy87.43
17
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