Incremental Object Detection

Benchmarks

Dataset Name	SOTA Method	Metric
PASCAL VOC 19+1 setting (incremental)	P2IOD	mAP89.1	27	3mo ago
COCO 2017 (70-10)	Q-MCMF (Ours)	AP43.4	19	3mo ago
COCO 2017 (40-40)	Q-MCMF (Ours)	AP44.3	19	3mo ago
PASCAL VOC 15+5 setting (incremental)	PDP	mAP78	16	3mo ago
COCO 40-20 multi-step	YOLO-IOD	AP52.9	13	3mo ago
COCO 40-10 multi-step	YOLO-IOD	AP51.8	13	3mo ago
MS-COCO Task 4	PDP	mAP@A59.4	11	3mo ago
PASCAL VOC 10+10 setting 2007 (test)	P2IOD	AP50 (Classes 1-10)88.4	11	3mo ago
PASCAL VOC 15+5 setting 2007 (test)	P2IOD	AP50 (Classes 1-15)91.2	11	3mo ago
PASCAL VOC 10+10 setting (incremental)	PDP	mAP@P81.3	11	3mo ago
MS-COCO Task 3	PDP	mAP@P65.7	9	3mo ago
MS-COCO Task 2	PDP	mAP@P77.2	9	3mo ago
MS-COCO Task 1	PDP	mAP@C79.1	9	3mo ago
COCO 40-20 x 2 2017	Q-MCMF	Score (60-80)42.3	9	3mo ago
COCO 10-10 multi-step	YOLO-IOD	AP56.8	7	3mo ago
COCO 20-20 multi-step	YOLO-IOD	AP58.3	7	3mo ago
DIOR-IOD two-step		mAP^C45.6	6	20d ago
DOTA-IOD Task 3	STAR-IOD	mAP^A39.4	6	20d ago
DOTA-IOD Task 2	STAR-IOD	mAP (All)42.4	6	20d ago
DOTA Task 1		mAP^C50.9	6	20d ago
COCO 40 + 20 × 2 setting	PDP	AP42.1	4	3mo ago
COCO classes 1-80, incremental step 60-80	ERD	AP32.4	4	3mo ago
COCO classes 1-60, incremental step 40-60	ERD	AP36.7	4	3mo ago

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