Referring Object Detection research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

RefCOCO (testB)

HeROD-G

86.06Top-1 Accuracy

Mar 26, 2026

RefCOCO (testA)

Grounding DINO*

91.46Top-1 Accuracy

Mar 26, 2026

RefCOCO (val)

HeROD-G

89.57Top-1 Accuracy

Mar 26, 2026

RefCOCO low-data (testB)

HeROD-G

78.25Top-1 Accuracy

Mar 26, 2026

RefCOCO low-data (testA)

HeROD-G

87.63Top-1 Accuracy

Mar 26, 2026

RefCOCO low-data (val)

HeROD-G

82.51Top-1 Accuracy

Mar 26, 2026

RefCOCOg (test)

HeROD-G

84.78Top-1 Accuracy

Mar 26, 2026

RefCOCOg (val)

HeROD-G

85.4Top-1 Accuracy

Mar 26, 2026

RefCOCO+ (testB)

HeROD-G

74.11Top-1 Accuracy

Mar 26, 2026

RefCOCO+ (testA)

HeROD-G

87.67Top-1 Accuracy

Mar 26, 2026

RefCOCO+ (val)

HeROD-G

81.79Top-1 Acc

Mar 26, 2026

RefCOCOg low-data (val)

HeROD-G

78.76Top-1 Accuracy

Mar 26, 2026

RefCOCO+ low-data (val)

HeROD-G

72.6Top-1 Accuracy

Mar 26, 2026

RefCOCO cleaned

HeROD

82.42Top-1 Accuracy

Mar 26, 2026