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ResearchFormerly WizWand

RefCOCO+

Benchmarks

TaskDatasetSOTA resultTrendResults

RefCOCO+ (test)

38.44Attention Aggregation Ratio

6

Referring Image Segmentation

refCOCO+ UMD (val)

78.8IoU

6

Region-level referring expression generation

RefCOCO+ (testB)

26.4Meteor

6

Region-level referring expression generation

RefCOCO+ (testA)

30.8Meteor

6

Weakly Supervised Referring Expression Comprehension

RefCOCO+ (testB)

48.68Accuracy

5

Weakly Supervised Referring Expression Comprehension

RefCOCO+ (testA)

64.15Accuracy

5

Weakly Supervised Referring Expression Comprehension

RefCOCO+ (val)

56.44Accuracy

5

Referring Localization

RefCOCO+ (testB)

80.5P@0.5

5

Referring Image Segmentation

refCOCO+ UMD (testB)

63.9IoU

5

Referring-expression grounding

RefCOCO+ Avg

85.8Accuracy @ IoU 0.5

4

Grounding and Counting

RefCOCO+ avg

85.78Accuracy

4

Referring Expression Segmentation

RefCOCO+ (test)

76.9gIoU

4

Referring Segmentation

FP-RefCOCO+ augmented (val)

54.54Segment Score

4

Referring Expression Generation

RefCOCO+ (val)

56.42Score

4

Region Captioning

RefCOCO+ (testB)

43.8CIDEr

4

Region Captioning

RefCOCO+ (val)

36.8CIDEr

4

Referring Segmentation

RefCOCO+ (testB)

21.23mIoU

4

Referring Expression Comprehension

RefCOCO+ (test)

74.22Accuracy

4

refCOCO+ (val)

81.6Accuracy

3

Referring Segmentation

RefCOCO+ FP (test)

80See Score

3

Referring Image Segmentation

RefCOCO+ unseen (test)

48.11mIoU

3

Referring Image Segmentation

RefCOCO+ seen (test)

66.35mIoU

3

Referring Image Segmentation

RefCOCO+ unseen (val)

51.24mIoU

3

Referring Image Segmentation

RefCOCO+ seen (val)

67.44mIoU

3

Referring Segmentation

RefCOCO+

50oIoU

1