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Papers Benchmarks Datasets Tasks

Referring Expression Segmentation research benchmarks – Page 4 · SOTA2 Research

Referring Expression Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.169Inference Time (s)

5

Feb 26, 2026

Aerial-D All Targets (val)

49.81mIoU

4

Feb 26, 2026

RefCOCOg U (test)

74.9gIoU

4

Feb 26, 2026

RefCOCO+ (test)

76.9gIoU

4

Feb 26, 2026

58.5gIoU

4

Feb 26, 2026

34.9mIoU

3

Feb 26, 2026

UrbanSatSeg 1960

70.65mIoU

3

Feb 26, 2026

ORES MaskGroups-HQ (overall)

71.47F1 Score

3

Feb 26, 2026

ORES w/ <mask-ref> MaskGroups-HQ

70.45F1

3

Feb 26, 2026

50.7gIoU

3

Feb 26, 2026

DeiRefCOCO+ (testB)

66.43mAP

3

Feb 26, 2026

DeiRefCOCO+ (val)

71.56mAP

3

Feb 26, 2026

RefCOCO+ UNC+ (testB)

Latent-VG + MRaCL

62.56oIoU

2

Mar 19, 2026

RefCOCO+ UNC+ (testA)

Latent-VG + MRaCL

73.51oIoU

2

Mar 19, 2026

RefCOCO UNC (testB)

Latent-VG + MRaCL

73.95oIoU

2

Mar 19, 2026

RefCOCO UNC (testA)

Latent-VG + MRaCL

78.87oIoU

2

Mar 19, 2026

Aerial-D Semantic Targets (val)

55.28mIoU

2

Feb 26, 2026

Aerial-D Instance Targets (val)

48.66mIoU

2

Feb 26, 2026

Page 4 of 4

Popular datasets

RefCOCO RefCOCO+RefCOCOg G-Ref gRefCOCO

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