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Papers Benchmarks Datasets Tasks

Referring Image Segmentation research benchmarks – Page 4 · SOTA2 Research

Referring Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OmniRef Visual (test)

76.63cIoU

7

Feb 26, 2026

OmniRef Text (test)

65.3cIoU

7

Feb 26, 2026

65.3mIoU

6

Feb 26, 2026

refCOCO+ UMD (val)

78.8IoU

6

Feb 26, 2026

refCOCO UMD (val)

82.5mIoU

6

Feb 26, 2026

Mug19 Semantic Distractor 1.0

78.8mIoU

6

Feb 26, 2026

RefCOCO original (val)

75.24oIoU

6

Feb 26, 2026

ReferIt standard (test)

73.36oIoU

6

Feb 26, 2026

Geometry RIS benchmark

49IoU

5

Apr 6, 2026

refCOCO+ UMD (testB)

63.9IoU

5

Feb 26, 2026

refCOCO+ UMD (testA)

0.75mIoU

5

Feb 26, 2026

refCOCO UMD (testB)

76.2mIoU

5

Feb 26, 2026

refCOCO UMD (testA)

81.2IoU

5

Feb 26, 2026

Ego-IRGBench (test)

36.02cIoU

5

Feb 26, 2026

Ego-IRGBench (val)

35.14cIoU

5

Feb 26, 2026

RefCOCO 142K image-text samples

86.7P@0.5

4

Feb 26, 2026

69.27cIoU

3

Feb 26, 2026

G-Ref Google partition unseen (val)

45.05mIoU

3

Feb 26, 2026

G-Ref Google partition seen (val)

62.85mIoU

3

Feb 26, 2026

G-Ref UMD partition unseen (test)

0.423mIoU

3

Feb 26, 2026

G-Ref UMD partition seen (test)

65.67mIoU

3

Feb 26, 2026

G-Ref UMD partition unseen (val)

46.11mIoU

3

Feb 26, 2026

G-Ref UMD partition seen (val)

65.6mIoU

3

Feb 26, 2026

RefCOCO+ unseen (test)

48.11mIoU

3

Feb 26, 2026

RefCOCO+ seen (test)

66.35mIoU

3

Feb 26, 2026

Page 4 of 5

Popular datasets

RefCOCO G-Ref RefCOCO+UNC RefCOCOg

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