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Papers Benchmarks Datasets Tasks

Incremental Object Detection research benchmarks · SOTA2 Research

Incremental Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PASCAL VOC 19+1 setting (incremental)

89.1mAP

46

Jul 7, 2026

PASCAL VOC 2007 (15+5)

81.2mAP (Old Classes)

23

Jul 7, 2026

COCO 2017 (70-10)

43.4AP

19

Mar 4, 2026

COCO 2017 (40-40)

44.3AP

19

Mar 4, 2026

PASCAL VOC 15+5 setting (incremental)

78mAP

16

Mar 4, 2026

COCO 40-20 multi-step

52.9AP

13

Mar 4, 2026

COCO 40-10 multi-step

51.8AP

13

Mar 4, 2026

PASCAL VOC 10+10 setting (incremental)

74mAP

13

Jul 7, 2026

PASCAL VOC 2007 (10+10)

75mAP (Old)

11

Jun 16, 2026

59.4mAP@A

11

Mar 4, 2026

PASCAL VOC 10+10 setting 2007 (test)

88.4AP50 (Classes 1-10)

11

Mar 4, 2026

PASCAL VOC 15+5 setting 2007 (test)

91.2AP50 (Classes 1-15)

11

Mar 4, 2026

65.7mAP@P

9

Mar 4, 2026

77.2mAP@P

9

Mar 4, 2026

79.1mAP@C

9

Mar 4, 2026

COCO 40-20 x 2 2017

42.3Score (60-80)

9

Mar 4, 2026

COCO 40+10x4 multi-phase protocol

42.9AP (IoU 70-80)

8

Jun 16, 2026

COCO 40 + 20 × 2 setting

42.8AP (60-80)

8

Jun 16, 2026

COCO 10-10 multi-step

56.8AP

7

Feb 26, 2026

COCO 20-20 multi-step

58.3AP

7

Feb 26, 2026

DIOR-IOD two-step

45.6mAP^C

6

May 21, 2026

DOTA-IOD Task 3

39.4mAP^A

6

May 21, 2026

DOTA-IOD Task 2

42.4mAP (All)

6

May 21, 2026

50.9mAP^C

6

May 21, 2026

COCO classes 1-80, incremental step 60-80

32.4AP

4

Feb 26, 2026

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