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Object Detection on MS COCO 2017 (minival)

46.7AP

D-DETR+Ours

Updated 3mo ago

Evaluation Results

Method
D-DETR+Ours 2022.03	46.7	65.3	50.3	28.6	49.8	61.7
S-RCNN+Ours 2022.03	46.1	65.3	50.6	29.2	48.7	59.9
D-DETR 2022.03	45.8	64.5	49.4	28.2	49	61.7
AdaMixer 2022.03	45	64.2	48.6	27.9	47.8	61.1
S-RCNN 2022.03	45	64.2	49.1	27.6	47.5	59.1
AdaMixer 2022.03	44.1	63.4	47.4	27	46.9	59.5
AdaMixer 2022.03	42.7	61.5	45.9	24.7	45.4	59.2
Dynamic Head 2022.03	42.6	60.1	46.4	26.1	46.8	56
R3-CNN (advanced) 2021.04	42	-	-	-	-	-
HTC 2021.04	41.7	-	-	-	-	-
BorderDet 2022.03	41.4	59.4	44.5	23.6	45.1	54.6
GFocalV2 2022.03	41.1	58.8	44.9	23.5	44.9	53.3
R3-CNN (naive) 2021.04	40.9	-	-	-	-	-
Cascade R-CNN 2022.03	40.4	58.9	44.1	22.8	43.7	54
R³-CNN (naive) 2021.04	40.4	-	-	-	-	-
GC-net + GROIE 2020.04	40.3	62.4	44	24.2	44.4	52.5
Upper Bound 2022.04	40.2	58.3	43.6	23.2	44.1	52.2
Grid R-CNN + GROIE 2020.04	39.8	58.1	42.9	23.6	43.9	51.5
GC-net 2020.04	39.5	62	42.7	24.6	43.2	51.6
Mask (3x) 2021.04	39.2	-	-	-	-	-
Grid R-CNN 2020.04	39.1	57.2	42.2	22.1	43	50.6
FCOS 2022.03	38.7	57.4	41.8	22.9	42.5	50.1
Mask R-CNN + GROIE 2020.04	38.4	59.9	41.7	22.9	42.1	49.7
Mask (1x) 2021.04	38.2	-	-	-	-	-
Sparse R-CNN 2022.03	37.9	56	40.5	20.7	40	53.5
Faster R-CNN + GROIE 2020.04	37.5	59.2	40.6	22.3	41.5	47.8
Mask R-CNN 2020.04	37.3	58.9	40.4	21.7	41.1	48.2
ERD 2022.04	36.9	54.5	39.6	21.3	40.4	47.5
ERD 2022.04	36.6	54	38.9	19.4	40.4	48
Faster R-CNN 2020.04	36.5	58.4	39.1	21.9	40.4	46.8
ERD 2022.04	35.8	52.9	38.4	20.6	39.4	46.5
Deformable DETR 2022.03	35.1	53.6	37.7	18.2	38.5	48.7
ERD 2022.04	34.9	51.9	37.4	18.7	38.8	45.5
SID 2022.04	34	51.4	36.3	18.4	38.4	44.9
SID 2022.04	33.8	51	36.1	17.6	38.1	45.1
SID 2022.04	32.8	49	35	17.1	36.9	44.5
SID 2022.04	32.7	49.8	34.6	17.2	37.6	43.5
RILOD 2022.04	29.9	45	32	15.8	33	40.5
RILOD 2022.04	28.5	43.2	30.2	15.4	31.6	38
RILOD 2022.04	25.4	38.8	26.8	13.9	29	33.7
RILOD 2022.04	24.5	37.9	25.7	14.2	27.4	33.5
DETR 2022.03	20	36.2	19.3	6	20.5	32.2
Catastrophic Forgetting 2022.04	17.8	25.9	19.3	8.3	19.2	24.6
LwF 2022.04	17.2	25.4	18.6	7.9	18.4	24.3
Catastrophic Forgetting 2022.04	14.1	20.6	15.2	7	14.5	19.2
Catastrophic Forgetting 2022.04	9.8	14	10.6	4.3	14.1	13.5
LwF 2022.04	7.1	12.4	7	4.8	9.5	10
LwF 2022.04	5.8	10.8	5.3	4	8.5	7.7
LwF 2022.04	5	9.5	4.6	5	6.7	5.7
Catastrophic Forgetting 2022.04	4.3	6.5	4.5	2.1	5.1	6.8