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Object Detection on COCO (novel)

21.6AP (Novel)

DAnA-FasterRCNN

Updated 1mo ago

Evaluation Results

Method
DAnA-FasterRCNN 2021.02	21.6	-	-	-	-	-	-	-	-	-	-	-	-	20.3
DAnA-FasterRCNN 2021.02	18.6	-	-	-	-	-	-	-	-	-	-	-	-	17.2
RefCD 2026.05	17.7	-	-	-	-	-	-	-	-	-	-	-	-	-
FSCE 2021.03	16.4	-	-	-	-	-	-	-	-	-	-	-	-	16.2
SINE 2026.05	16	-	-	-	-	-	-	-	-	-	-	-	-	-
MTFA 2021.05	15.8	-	28.12	-	-	-	-	-	-	-	-	-	-	-
Meta-DETR 2026.05	15.4	-	-	-	-	-	-	-	-	-	-	-	-	-
FSCE 2021.03	15.3	-	-	-	-	-	-	-	-	-	-	-	-	14.2
FSIW 2021.03	14.7	-	-	-	-	-	-	-	-	-	-	-	-	12.2
Viewpoint Estimation 2021.02	14.7	-	-	-	-	-	-	-	-	-	-	-	-	12.2
iMTFA 2021.05	14.55	-	25.73	-	-	-	-	-	-	-	-	-	-	-
MPSR 2021.03	14.1	-	-	-	-	-	-	-	-	-	-	-	-	14.2
MPSR 2021.02	14.1	-	-	-	-	-	-	-	-	-	-	-	-	14.2
TFA w/ cos 2021.03	13.7	-	-	-	-	-	-	-	-	-	-	-	-	13.4
TFA w/cos 2021.02	13.7	-	-	-	-	-	-	-	-	-	-	-	-	13.4
FSIW 2021.03	12.5	-	-	-	-	-	-	-	-	-	-	-	-	9.8
Viewpoint Estimation 2021.02	12.5	-	-	-	-	-	-	-	-	-	-	-	-	9.8
Meta-RCNN 2021.03	12.4	-	-	-	-	-	-	-	-	-	-	-	-	10.8
Meta R-CNN 2021.02	12.4	-	-	-	-	-	-	-	-	-	-	-	-	10.8
TFA w/ cos 2021.03	12.1	-	-	-	-	-	-	-	-	-	-	-	-	12
FSCE 2021.03	11.9	-	-	-	-	-	-	-	-	-	-	-	-	10.5
MetaDet 2021.03	11.3	-	-	-	-	-	-	-	-	-	-	-	-	10.3
FSCE 2021.03	11.1	-	-	-	-	-	-	-	-	-	-	-	-	9.8
Attention RPN 2021.02	11.1	-	-	-	-	-	-	-	-	-	-	-	-	10.6
iFS R-CNN 2026.05	10.5	-	-	-	-	-	-	-	-	-	-	-	-	-
iMTFA 2021.05	10.06	-	17.85	-	-	-	-	-	-	-	-	-	-	-
TFA w/ cos 2021.03	10	-	-	-	-	-	-	-	-	-	-	-	-	9.3
TFA w/cos 2021.02	10	-	-	-	-	-	-	-	-	-	-	-	-	9.3
MPSR 2021.03	9.8	-	-	-	-	-	-	-	-	-	-	-	-	9.7
MPSR 2021.02	9.8	-	-	-	-	-	-	-	-	-	-	-	-	9.7
Siamese Mask R-CNN 2021.05	9.4	-	16.8	-	-	-	-	-	-	-	-	-	-	-
FSRW 2021.03	9.1	-	-	-	-	-	-	-	-	-	-	-	-	7.6
TFA w/ cos 2021.03	9.1	-	-	-	-	-	-	-	-	-	-	-	-	8.8
Feature Reweighting 2021.02	9.1	-	-	-	-	-	-	-	-	-	-	-	-	7.6
Meta-RCNN 2021.03	8.7	-	-	-	-	-	-	-	-	-	-	-	-	6.6
Meta R-CNN 2021.02	8.7	-	-	-	-	-	-	-	-	-	-	-	-	6.6
Siamese Mask R-CNN 2021.05	8.6	-	15.3	-	-	-	-	-	-	-	-	-	-	-
MTFA 2021.05	8.52	-	15.53	-	-	-	-	-	-	-	-	-	-	-
MTFA 2021.05	8.26	-	15.24	-	-	-	-	-	-	-	-	-	-	-
iMTFA 2021.05	7.14	-	12.91	-	-	-	-	-	-	-	-	-	-	-
MetaDet 2021.03	7.1	-	-	-	-	-	-	-	-	-	-	-	-	5.9
LSTD 2021.03	6.7	-	-	-	-	-	-	-	-	-	-	-	-	-
MTFA 2021.05	6.61	-	12.32	-	-	-	-	-	-	-	-	-	-	-
MTFA 2026.05	6.6	-	-	-	-	-	-	-	-	-	-	-	-	-
iMTFA 2021.05	6.22	-	11.28	-	-	-	-	-	-	-	-	-	-	-
iMTFA 2026.05	6.2	-	-	-	-	-	-	-	-	-	-	-	-	-
FSRW 2021.03	5.6	-	-	-	-	-	-	-	-	-	-	-	-	4.6
Meta R-CNN 2021.05	5.6	-	14.2	-	-	-	-	-	-	-	-	-	-	-
Feature Reweighting 2021.02	5.6	-	-	-	-	-	-	-	-	-	-	-	-	4.6
IFSOD 2021.02	5.1	-	-	-	-	-	-	-	-	-	-	-	-	-
Meta R-CNN 2021.05	3.5	-	9.9	-	-	-	-	-	-	-	-	-	-	-
Meta R-CNN 2026.05	3.5	-	-	-	-	-	-	-	-	-	-	-	-	-
iMTFA 2021.05	3.28	-	6.01	-	-	-	-	-	-	-	-	-	-	-
LSTD 2021.03	3.2	-	-	-	-	-	-	-	-	-	-	-	-	-
MRCN+FT-full 2021.05	2.5	-	5.7	-	-	-	-	-	-	-	-	-	-	-
MTFA 2021.05	2.47	-	4.85	-	-	-	-	-	-	-	-	-	-	-
MRCN+ft-full 2021.05	1.3	-	3	-	-	-	-	-	-	-	-	-	-	-
YOLO-ft 2018.12	-	0.4	1.1	0.1	0.3	0.7	0.6	5.8	8	8	0.6	5.1	15.5	-
YOLO-ft-full 2018.12	-	3.1	7.9	1.7	0.7	2	6.3	7.8	10.5	10.5	1.1	5.5	20	-
LSTD(YOLO) 2018.12	-	0.4	1.1	0.2	0.2	0.7	0.6	5.8	7.9	7.9	0.6	5	15.3	-
LSTD(YOLO)-full 2018.12	-	3.2	8.1	2.1	0.9	2	6.5	7.8	10.4	10.4	1.1	5.6	19.6	-
Few-shot Object Detection via Feature Reweighting 2018.12	-	5.6	12.3	4.6	0.9	3.5	10.5	10.1	14.3	14.4	1.5	8.4	28.2	-
YOLO-ft 2018.12	-	0.6	1.5	0.3	0.2	0.7	1	7.4	9.4	9.4	0.4	3.9	19.3	-
YOLO-ft-full 2018.12	-	7.7	16.7	6.4	0.4	3.3	14.4	11.7	15.3	15.3	1	7.7	29.2	-
LSTD(YOLO) 2018.12	-	0.6	1.4	0.3	0.2	0.8	1	7.1	9.1	9.2	0.4	3.9	18.7	-
LSTD(YOLO)-full 2018.12	-	6.7	15.8	5.1	0.4	2.9	12.3	10.9	14.3	14.3	0.9	7.1	27	-
Few-shot Object Detection via Feature Reweighting 2018.12	-	9.1	19	7.6	0.8	4.9	16.8	13.2	17.7	17.8	1.5	10.4	33.5	-
FSRW 2026.06	-	5.6	12.3	4.6	0.9	3.5	10.5	-	-	-	-	-	-	-
MetaDet 2026.06	-	7.1	14.6	6.1	1	4.1	12.2	-	-	-	-	-	-	-
FRCN+ft-full 2026.06	-	6.5	13.4	5.9	1.8	5.3	11.3	-	-	-	-	-	-	-
Meta R-CNN 2026.06	-	8.7	19.1	6.6	2.3	7.7	14	-	-	-	-	-	-	-
FsDet w/cos 2026.06	-	10	-	9.2	-	-	-	-	-	-	-	-	-	-
FsDet w/cos (Our Impl.) 2026.06	-	9.1	16.5	9.2	3.4	7.7	13.5	-	-	-	-	-	-	-
Proposal Refinement (Ours) 2026.06	-	9.4	17.4	9.3	3.3	8	14.2	-	-	-	-	-	-	-
FSRW 2026.06	-	9.1	19	7.6	0.4	2.9	12.3	-	-	-	-	-	-	-
MetaDet 2026.06	-	11.3	21.7	8.1	1.1	6.2	17.3	-	-	-	-	-	-	-
FRCN+ft-full 2026.06	-	11.1	21.6	10.3	2.9	8.8	18.9	-	-	-	-	-	-	-
Meta R-CNN 2026.06	-	12.4	25.3	10.8	2.8	11.6	19	-	-	-	-	-	-	-
FsDet w/cos 2026.06	-	13.7	-	13.4	-	-	-	-	-	-	-	-	-	-
FsDet w/cos (Our Impl.) 2026.06	-	12.8	23.8	12.9	4.8	10.8	19.1	-	-	-	-	-	-	-
Proposal Refinement (Ours) 2026.06	-	13.6	25.6	13.5	4.8	11.9	20.9	-	-	-	-	-	-	-