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Papers Benchmarks Datasets Tasks

Open World Object Detection research benchmarks · SOTA2 Research

Open World Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

62.6mAP (Current known)

42

Jul 7, 2026

65.1U-Recall

36

Jul 7, 2026

76.9mAP (Current Known)

29

Jul 7, 2026

50.7mAP (Previous)

15

Apr 1, 2026

68.7U-Recall

15

Apr 1, 2026

50.5mAP (Previous)

15

Apr 1, 2026

MS-COCO OWOD (Task 4)

45.4mAP (Previously Known)

15

Feb 27, 2026

MS-COCO OWOD Task 3

51.2mAP (Known Before)

15

Feb 27, 2026

MS-COCO OWOD (Task 2)

67.6mAP (Known)

15

Feb 27, 2026

46.3U-Recall

14

Jul 7, 2026

41.9U-Recall

14

Jul 7, 2026

44.4mAP

13

Mar 9, 2026

28.3U-R

13

Mar 9, 2026

24.8U-R

13

Mar 9, 2026

22.6U-Recall

13

Mar 9, 2026

MS-COCO OWOD Task 1

24U-Recall

13

Feb 27, 2026

Diverse Weather Daytime Sunny [1:2] -> Daytime Foggy [3:4] -> Dusk Rainy [5:6] (test)

82.8FSS

9

Feb 26, 2026

Diverse Weather Daytime Sunny [1:2] -> Night Sunny [3:4] -> Night Rainy [5:6] (test)

73.63FSS Score

9

Feb 26, 2026

VOC [1:10] -> Comic [11:14] (test)

98.51FSS

9

Feb 26, 2026

VOC [1:10] -> Watercolor [11:14] (test)

98.96FSS

9

Feb 26, 2026

44.3U-Recall

7

Feb 26, 2026

32.6U-Recall

7

Feb 26, 2026

OWOD Evaluation Protocol (VOC + MS-COCO) Task 1 2007 (test)

6.03WI

7

Feb 26, 2026

OWOD Evaluation Protocol (VOC + MS-COCO) - Task 4 2007 (test)

32.52mAP (Previously Known)

4

Feb 26, 2026

OWOD Evaluation Protocol (VOC + MS-COCO) Task 3 2007 (test)

0.028WI

4

Feb 26, 2026

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