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Papers Benchmarks Datasets Tasks

Referring object classification research benchmarks · SOTA2 Research

Referring object classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LLaVA-1.5 + Blur

73.39Accuracy

26

Feb 27, 2026

73.39Accuracy

22

Feb 26, 2026

SA-refer in-the-wild

69.49Accuracy (Box)

10

Feb 26, 2026

87.74ROC Box Score

10

Feb 26, 2026

33.5Accuracy

9

Feb 26, 2026

61.4mAP

8

Feb 26, 2026

73.06SS Score

6

Feb 26, 2026

65.24SS

6

Feb 26, 2026

Med-GRIT 30k (test)

65.33Recall

5

Feb 27, 2026

Referring Object Classification (ROC)

55.4Box Accuracy

3

Feb 26, 2026

Popular datasets

LVIS COCO PACO CXR SA-refer

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