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Papers Benchmarks Datasets Tasks

Referring Segmentation research benchmarks – Page 2 · SOTA2 Research

Referring Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ORS-ID-Bench Descriptive Instruct

91cIoU

7

May 11, 2026

ORS-ID-Bench Phrasal Instruct

82.8cIoU

7

May 11, 2026

ORS-ID-Bench Single-instance Category Instruct

96cIoU

7

May 11, 2026

RefCOCO+ (test)

66cIoU

7

Feb 27, 2026

74.9cIoU

7

Feb 27, 2026

RefSegRS (test)

74.8gIoU

6

Feb 26, 2026

84.4gIoU

6

Feb 26, 2026

RegionDial-Bench RefCOCOg Multi-turn 1.0 (test)

RegionReasoner-7B

73.9R1 gIoU

6

Feb 26, 2026

RegionDial-Bench RefCOCO+ Multi-turn 1.0 (test)

78.6R1 (gIoU)

6

Feb 26, 2026

ORS-ID-Bench Multiple-instance Category Instruct

94.6cIoU

5

May 11, 2026

69.8gIoU

5

Feb 26, 2026

Total Segmentor

66.5Dice Score

5

Feb 26, 2026

88.34Dice Score

5

Feb 26, 2026

88.04Dice Score

5

Feb 26, 2026

89.6Object mIoU

4

Jun 5, 2026

Laboratory scene

48.5mIoU

4

May 27, 2026

FP-RefCOCOg augmented (val)

56.12Segment Score

4

Feb 26, 2026

FP-RefCOCO+ augmented (val)

54.54Segment Score

4

Feb 26, 2026

FP-RefCOCO augmented (val)

61.5Segment IoU

4

Feb 26, 2026

RefCOCO+ (testB)

TagAlign (+ Attri.)

21.23mIoU

4

Feb 26, 2026

RefCOCO+ FP (test)

80See Score

3

Feb 27, 2026

81.5mIoU

2

Feb 26, 2026

50oIoU

1

Feb 26, 2026

FP-RefCOCOg (test)

—

—See Score

0

Feb 26, 2026

FP-RefCOCO (test)

—

—See Score

0

Feb 26, 2026

Page 2 of 3

Popular datasets

RefCOCO RefCOCO+RefCOCOg ORS-ID-Bench RegionDial-Bench

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