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Object Detection on OV-COCO

2,940AP50 (Novel)

OV-DETR

Updated 22d ago

Evaluation Results

Method
OV-DETR 2022.03	2,940	52.7	61
ViLD 2022.03	2,760	51.3	59.5
OVR-CNN 2022.03	2,280	46	39.9
ViLD-text 2022.03	590	49.3	61.8
PL 2022.03	410	27.9	35.9
DELO 2022.03	310	13	13.8
LLMDet (Tiny) + DetRefiner 2026.05	61.7	56	54
LLMDet (Tiny) 2026.05	61.6	55.3	53
MM-Grounding DINO (Tiny) + DetRefiner 2026.05	59.5	52.1	49.4
MM-Grounding DINO (Tiny) 2026.05	59.3	50.8	47.8
Grounding DINO (Tiny) + DetRefiner 2026.05	58.1	51.3	48.9
Grounding DINO (Tiny) 2026.05	57.4	49.4	46.6
GLIP (Tiny) + DetRefiner 2026.05	53.8	48.2	46.3
GLIP (Tiny) 2026.05	53.4	46.6	44.2
DeCLIP + NoOVD (Ours) 2026.03	47.5	61	65.8
DST-Det 2026.03	46.7	58	61.9
DST-Det 2026.07	46.7	58	61.9
DeCLIP + F-ViT 2026.03	46.2	60.3	65.2
CLIPSelf + F-ViT + ProCal 2026.07	45.7	58.8	63.4
CLIPSelf + NoOVD (Ours) 2026.03	45.4	59.7	64.7
CLIPSelf + NoOVD 2026.07	45.4	59.7	64.7
OV-DQUO 2026.03	45.3	47.5	48.3
OV-DQUO 2026.07	45.3	47.5	48.3
DeCLIP + F-ViT† 2026.03	45.1	60.2	65.5
CLIPSelf + F-ViT 2026.07	44.5	59	64.2
F-ViT+CLIPSelf (Region Proposal) 2023.10	44.3	59	64.1
CLIPSelf + F-ViT 2026.03	44.3	59	64.1
Ours 2026.04	44	-	65.8
Ours 2026.04	44	-	65.8
CORA+ 2023.10	43.1	56.2	60.9
CORA+ 2026.03	43.1	56.2	60.9
CORA+ 2026.07	43.1	56.2	60.9
CLIPSelf + F-ViT† 2026.03	42.9	59.1	64.8
BARON 2023.02	42.7	51.7	54.9
BARON-Cap&KD 2023.10	42.7	51.7	54.9
BARON 2026.04	42.7	-	54.9
DeCLIP + NoOVD (Ours) 2026.03	41.9	54	58.3
OWL-VIT 2023.10	41.8	47.2	49.1
CORA 2023.10	41.7	43.8	44.5
CORA 2026.03	41.7	43.8	44.5
CORA 2026.07	41.7	43.8	44.5
DST-Det 2026.03	41.3	54.8	59.6
RALF 2026.04	41.3	-	54.3
CLIFF 2026.04	41.3	-	54.1
CLIPSelf† 2026.04	41.3	-	65.5
CLIPSelf† 2026.04	41.3	-	65.5
DST-Det 2026.07	41.3	54.8	59.6
DeCLIP + F-ViT 2026.03	41.1	53.5	57.8
LP-OVOD 2023.10	40.5	55.2	60.5
DeCLIP + F-ViT† 2026.03	40.3	53.4	58.1
CLIPSelf + F-ViT + ProCal 2026.07	40.1	50.5	54.3
OV-DQUO 2026.03	39.4	41.7	42.6
OV-DQUO 2026.07	39.4	41.7	42.6
RegionCLIP 2023.10	39.3	55.7	61.6
RegionCLIP 2026.03	39.3	55.7	61.6
RegionCLIP 2026.07	39.3	55.7	61.6
Ours 2026.04	38.9	-	59.5
Ours 2026.04	38.9	-	59.5
F-ViT+Region-Text 2023.10	38.7	54.1	59.6
F-ViT+CLIPSelf (Image Patch) 2023.10	38.4	54.8	60.6
CLIPSelf + NoOVD (Ours) 2026.03	37.9	51.6	56.5
CLIPSelf + NoOVD 2026.07	37.9	51.6	56.5
LBP 2024.06	37.8	53.2	58.7
F-ViT+CLIPSelf (Region Proposal) 2023.10	37.6	50.4	54.9
CLIPSelf + F-ViT 2026.03	37.6	50.4	54.9
SAS-Det 2026.03	37.4	53	58.5
SAS-Det 2026.04	37.4	-	58.5
SAS-Det 2026.04	37.4	-	58.5
CLIPSelf + F-ViT 2026.07	37.4	50.3	54.8
BARON + CLIM 2023.12	36.9	-	-
RKDWTF 2026.03	36.9	51.5	56.6
Rasheed et al. 2023.02	36.6	49.4	54
OC-OVD 2023.10	36.6	49.4	54
Object-centric-OVD 2024.06	36.6	49.4	54
RKDWTF 2026.03	36.6	49.4	54
OC-OVD 2026.04	36.6	-	54
LBP 2024.06	35.9	54.3	60.8
LBP 2026.03	35.9	54.3	60.8
BARON 2024.06	35.8	52.3	58.2
CLIPSelf + F-ViT† 2026.03	35.8	50.6	55.8
DV-Det 2026.04	35.8	-	57
OADP 2023.12	35.6	-	-
OADP 2023.10	35.6	50.5	55.8
Detic + CLIM 2023.12	35.4	-	-
MarvelOVD† 2026.04	35.4	-	56.5
MarvelOVD† 2026.04	35.4	-	56.5
CORA 2023.10	35.1	35.4	35.5
CORA 2026.03	35.1	35.4	35.5
CORA 2026.07	35.1	35.4	35.5
BARON 2023.12	34.8	-	-
F-ViT+Region-Text 2023.10	34.4	49	54.2
VL-PLM 2023.10	34.4	53.5	60.2
CFM-ViT 2023.10	34.1	46	-
BARON 2023.02	34	53.5	60.4
BARON-KD 2023.10	34	53.5	60.4
BARON 2024.06	34	53.5	60.4
BARON 2026.04	34	-	60.4
BARON 2026.04	34	-	60.4
F-ViT+CLIPSelf (Image Patch) 2023.10	33.6	48.8	54.2
RALF 2026.04	33.4	-	54.5

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