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Papers Benchmarks Datasets Tasks

RefCOCO dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

RefCOCO

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Referring Expression Comprehension

RefCOCO UNC (test-B)

87.17Precision@0.5 IoU

14

Referring Expression Comprehension

RefCOCO UNC (test-A)

92.08Precision@0.5 IoU

14

Referring Expression Comprehension

RefCOCO UNC (val)

89.16Precision@0.5 IoU

14

Multi-granularity Referring Expression Segmentation

RefCOCOm (testB)

47.6gIoU (Part)

14

Multi-granularity Referring Expression Segmentation

RefCOCOm (testA)

43.2gIoU (Part)

14

Referring Expression Comprehension

RefCOCO+

87Score

13

Referring Expression Comprehension

RefCOCOG

85.5Score

13

Referring Expression Comprehension

RefCOCO

89.5Score

13

RefCOCOg

70.7Accuracy

13

RefCOCO

75.9Accuracy

13

Referring Expression Comprehension

RefCOCO+ v1 (testA)

87.4Top-1 Accuracy

13

Referring Expression Comprehension

RefCOCO v1 (testB)

85.99Top-1 Accuracy

13

Referring Image Segmentation

RefCOCO+ medium (test B)

61.81oIoU

13

Referring Image Segmentation

RefCOCO easy (test B)

72.15oIoU

13

Referring Image Segmentation

RefCOCO easy (test A)

78.27oIoU

13

Referring Expression Generation

RefCOCO (testB)

37.3Meteor

13

Referring Expression Generation

RefCOCO (testA)

34.9Meteor

13

Visual Grounding

RefCOCOg (val-u)

89.22Accuracy

13

Spatial Grounding

RefCOCO (val)

90.6Accuracy

13

Referring Segmentation

RefCOCO family (average)

82cIoU

12

Referring Object Detection

RefCOCOg (test)

84.78Top-1 Accuracy

12

Referring Object Detection

RefCOCOg (val)

85.4Top-1 Accuracy

12

Referring Object Detection

RefCOCO+ (testA)

87.67Top-1 Accuracy

12

Referring Object Detection

RefCOCO+ (val)

81.79Top-1 Acc

12

Class Retrieval

RefCOCO+

65Accuracy

12

Page 4 of 10

Popular tasks

Referring Expression Comprehension Referring Image Segmentation Referring Expression Segmentation Visual Grounding Referring Segmentation

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