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Papers Benchmarks Datasets Tasks

Referring Image Segmentation research benchmarks – Page 2 · SOTA2 Research

Referring Image Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

G-Ref UMD partition (test)

66.8oIoU

19

Apr 2, 2026

G-Ref UMD (test)

66.22IoU

19

Feb 27, 2026

G-Ref UMD split (val)

63.49mIoU

19

Feb 27, 2026

RefCOCOg UMD (val)

79.7mIoU

17

Feb 26, 2026

75.3mIoU

16

Feb 26, 2026

RefCOCOg UMD (test)

74.3mIoU

16

Feb 26, 2026

G-Ref hard UMD (val)

67.79oIoU

14

Feb 26, 2026

RefCOCO+ medium (val)

68.1oIoU

14

Feb 26, 2026

RefCOCO easy (val)

76.55oIoU

14

Feb 26, 2026

gRefCOCO (testA)

72.79gIoU

13

Mar 20, 2026

RefCOCO+ medium (test B)

61.81oIoU

13

Feb 26, 2026

RefCOCO+ medium (test A)

73.64oIoU

13

Feb 26, 2026

RefCOCO easy (test B)

72.15oIoU

13

Feb 26, 2026

RefCOCO easy (test A)

78.27oIoU

13

Feb 26, 2026

G-Ref standard (test-U (UMD))

67.26oIoU

13

Mar 19, 2026

Mug19 1.0 (All)

75.1mIoU

12

Feb 26, 2026

G-Ref hard UMD partition (test)

69.29oIoU

12

Feb 26, 2026

0.679IoU

11

Feb 26, 2026

80cIoU

11

Mar 20, 2026

77.9cIoU

11

Apr 7, 2026

82.7cIoU

11

Apr 7, 2026

65.2Score

10

May 29, 2026

65.4Score

10

May 29, 2026

68Score

10

May 29, 2026

59.69mIoU

10

Mar 19, 2026

Page 2 of 5

Popular datasets

RefCOCO G-Ref RefCOCO+UNC RefCOCOg

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