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ResearchFormerly WizWand

gRefCOCO

Benchmarks

TaskDatasetSOTA resultTrendResults

Generalized Referring Expression Segmentation

gRefCOCO (val)

72.2cIoU

165

Generalized Referring Expression Segmentation

gRefCOCO (testA)

75.2cIoU

159

Generalized Referring Expression Segmentation

gRefCOCO (testB)

73.1cIoU

141

Generalized Referring Expression Segmentation

gRefCOCO v1 (val)

76.83cIoU

33

Generalized Referring Expression Segmentation

gRefCOCO v1 (test B)

72.4gIoU

29

Generalized Referring Image Segmentation

gRefCOCO (val)

78.4gIoU

26

Reasoning Segmentation

gRefCOCO (testB)

0.719gIoU

22

Reasoning Segmentation

gRefCOCO (testA)

77.7gIoU

22

Referring Expression Comprehension

gRefCOCO (testA)

64.6Precision (F1=1, IoU>=0.5)

18

Generalized Referring Image Segmentation

gRefCOCO (testB)

62.81gIoU

13

Referring Image Segmentation

gRefCOCO (testA)

72.79gIoU

13

Referring Expression Comprehension

gRefCOCO (testB)

54.8Pr(F1=1, IoU>=0.5)

11

Referring Expression Comprehension

gRefCOCO (val)

62.1Precision (F1=1, IoU>=0.5)

11

Multi-object referring segmentation

gRefCOCO (testA)

78.5gIoU

9

Referring Image Segmentation

gRefCOCO (testB)

73.1gIoU

9

Referring Expression Segmentation

gRefCOCO (testB)

65.2cIoU

8

Referring Expression Segmentation

gRefCOCO (testA)

72.3cIoU

8

Referring Expression Segmentation

gRefCOCO (val)

68.3cIoU

8

Generalized Referring Expression Comprehension

gRefCOCO (testB)

0.446Pr@F1

7

Generalized Referring Expression Comprehension

gRefCOCO (val)

61.9Pr@F1

7

Referring Image Segmentation

gRefCOCO (val)

65.3mIoU

6

Referring Expression Segmentation

gRefCOCO

64.55N-Accuracy

6

Referring Expression Comprehension

GRefCOCO

63.8Prec@(F1@0.5)

4