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Object Detection on LVIS (minival)

71.9AP

Co-DETR

Updated 3d ago

Evaluation Results

Method
Co-DETR 2022.11	71.9	-	-	-	-	-	-	-	-
CP-DETR-L 2024.12	65.9	-	-	-	-	-	-	-	-
DINO 2022.11	65.8	-	-	-	-	-	-	-	-
APE(D) 2024.12	64.7	-	-	-	-	-	-	-	-
APE (D) 2024.05	64.7	-	62.5	-	-	-	-	-	-
Co-DETR 2022.11	62.3	-	-	-	-	-	-	-	-
DetCLIPv3+FT 2024.04	60.8	-	56.7	63.2	59.4	-	-	-	-
GLIPv2 2022.11	59.8	-	-	-	-	-	-	-	-
GLIPv2-H 2024.12	59.8	-	-	-	-	-	-	-	-
CP-DETR-Pro 2024.12	58.2	-	60.6	59.2	56.8	-	-	-	-
Grounding DINOv1.6 Pro 2024.12	57.7	-	57.5	60.5	55.3	-	-	-	-
APE (B) 2024.05	57.7	-	57	-	-	-	-	-	-
Grounding DINOv1.5 Pro 2024.12	55.7	-	56.1	57.5	54.1	-	-	-	-
Grounding DINO 1.5 Pro 2024.05	55.7	-	56.1	57.5	54.1	-	-	-	-
T-Rex2-L 2024.12	54.9	-	-	-	-	-	-	-	-
Trex-2-L 2024.12	54.9	-	49.2	54.8	56.1	-	-	-	-
T-Rex2 (text) 2024.05	54.9	-	49.2	54.8	56.1	-	-	-	-
DetCLIPv3+FT 2024.04	54.4	-	46.7	56.1	54.3	-	-	-	-
OWL-ST+FT 2024.04	54.1	-	46.1	-	-	-	-	-	-
LLMDet 2025.01	51.1	-	45.1	46.1	56.6	-	-	-	-
GLIPv2 2025.01	50.1	-	-	-	-	-	-	-	-
GLIPv2 2024.05	50.1	-	33.9	22.2	30.7	-	-	-	-
DetCLIPv3-L 2024.12	48.8	-	-	-	-	-	-	-	-
DetCLIPv3-L 2024.12	48.8	-	49.9	49.7	47.8	-	-	-	-
DetCLIPv3 2025.01	48.8	-	49.9	49.7	47.8	-	-	-	-
DetCLIPv3 2024.05	48.8	-	49.9	49.7	47.8	-	-	-	-
LLMDet 2025.01	48.3	-	40.8	43.1	54.3	-	-	-	-
CP-DETR-T 2024.12	47.6	-	-	-	-	-	-	-	-
T-Rex2 (visual) 2024.05	47.6	-	45.4	46	49.5	-	-	-	-
OWL-ST+FT 2024.04	47.2	-	37.8	-	-	-	-	-	-
DetCLIPv3-T 2024.12	47	-	-	-	-	-	-	-	-
DetCLIPv3 2025.01	47	-	45.1	47.7	46.7	-	-	-	-
DetCLIPv3 2024.04	45.8	-	46.9	45.9	45.5	-	-	-	-
DetCLIPv2-L 2024.12	44.7	-	-	-	-	-	-	-	-
LLMDet 2025.01	44.7	-	37.3	39.5	50.7	-	-	-	-
DetCLIPv2 2025.01	44.7	-	43.1	46.3	43.7	-	-	-	-
MM-GDINO 2025.01	44.5	-	37.5	39.9	49.9	-	-	-	-
DetCLIPv3 2024.04	43.7	-	39.3	44.5	43.7	-	-	-	-
Current SOTA in each item 2024.12	43.4	-	34.5	41.2	46.9	-	-	-	-
DetCLIPv2 2024.05	43.1	-	46.3	43.7	-	-	-	-	-
T-Rex2-T 2024.12	42.8	-	-	-	-	-	-	-	-
T-Rex2 2025.01	42.8	-	37.4	39.7	46.5	-	-	-	-
OWL-ST 2024.05	41.5	-	-	-	-	-	-	-	-
MM-G-T(c3) 2024.01	41.4	-	34.2	37.4	46.2	-	-	-	-
MM-GDINO 2025.01	41.4	-	34.2	37.4	46.2	-	-	-	-
OWL-ST 2024.12	40.9	-	-	-	-	-	-	-	-
OWL-ST 2025.01	40.9	-	41.5	-	-	-	-	-	-
MM-G-T(c2) 2024.01	40.5	-	33	35.6	45.9	-	-	-	-
DetCLIPv2 2025.01	40.4	-	36	41.7	40.4	-	-	-	-
OV-DINO 2025.01	40.1	-	34.5	39.5	41.5	-	-	-	-
DetCLIP 2025.01	38.6	-	36	38.3	39.3	-	-	-	-
OWL-ST 2024.04	38.1	-	39	-	-	-	-	-	-
GLIP 2025.01	37.3	-	28.2	34.3	41.5	-	-	-	-
GLIP-L 2023.11	37.3	-	28.2	-	-	-	-	-	-
GLIP 2024.05	37.3	-	28.2	34.3	41.5	-	-	-	-
ExpAlign 2026.01	37.2	-	35.8	37.2	37.6	-	-	-	-
ExpAlign 2026.01	37.1	-	36.2	37.1	37.4	-	-	-	-
RegionSpot-Pro↑336 2023.11	36.9	-	33.2	-	-	-	-	-	-
MM-GDINO 2025.01	36.8	-	28.1	31.8	42.8	-	-	-	-
MM-G-T(c1) 2024.01	36.5	-	26.6	32.4	41.8	-	-	-	-
Grounding DINO 1.5 Edge 2024.05	36.2	-	33.2	36.6	-	36.3	18.5	75.2	5.5
DetCLIP 2024.05	36	-	38.3	39.3	-	-	-	-	-
DetCLIP 2025.01	35.9	-	33.2	35.7	36.4	-	-	-	-
YOLOE-8-L 2026.01	35.9	-	33.2	34.8	37.3	-	-	-	-
MM-G-T(b) 2024.01	35.7	-	28.1	30.2	42	-	-	-	-
YOLO-World-L 2024.12	35.4	-	-	-	-	-	-	-	-
YOLO-World-L 2025.01	35.4	-	27.6	34.1	38	-	-	-	-
YOLO-Worldv2-L 2026.01	35.4	-	27.6	34.1	38	-	-	-	-
YOLO-World-L 2026.01	35	-	27.1	32.8	38.3	-	-	-	-
OmDet-Turbo-B 2024.12	34.7	-	-	-	-	-	-	-	-
OmDet-Turbo-B 2026.01	34.7	-	-	-	-	-	-	-	-
OmDet-Turbo-B 2024.05	34.7	-	-	-	-	-	-	-	-
Desco-GLIP 2025.01	34.6	-	30.8	30.5	39	-	-	-	-
OWL-ViT 2024.05	34.6	-	31.2	-	-	-	-	-	-
MQ-GLIP 2024.05	34.5	-	41.2	46.9	-	-	-	-	-
OWL-ST 2025.01	34.4	-	38.3	-	-	-	-	-	-
DetCLIP 2026.01	34.4	-	26.9	33.9	36.3	-	-	-	-
DetCLIP-T 2026.01	34.4	-	26.9	33.9	36.3	-	-	-	-
X-DETR 2023.08	34	-	24.7	34.6	35.1	-	-	-	-
Grounding-DINO-L 2024.12	33.9	-	-	-	-	-	-	-	-
Grounding-DINO 2025.01	33.9	-	22.2	30.7	38.8	-	-	-	-
GroundingDINO-L 2023.11	33.9	-	22.2	-	-	-	-	-	-
CapDet 2025.01	33.8	-	29.6	32.8	35.5	-	-	-	-
OVLW-DETR-L 2026.01	33.5	-	26.5	33.9	34.4	-	-	-	-
GDINO 1.5 Edge 2026.01	33.5	-	28	34.3	33.9	-	-	-	-
Grounding DINO 1.5 Edge 2024.05	33.5	-	28	34.3	-	33.9	21.7	111.6	10.7
YOLO-Worldv2-L 2024.05	33	-	22.6	32	-	35.8	37.4	-	-
YOLO-Worldv2-L 2024.05	32.9	-	25.3	31.1	-	35.8	37.4	-	-
SAS-Det (Ours) 2023.08	31.8	-	27.3	30.7	35	-	-	-	-
OWL-ST 2024.04	31.8	-	35.4	-	-	-	-	-	-
HyperLearner 2024.04	31.3	-	30.7	32.6	30.3	-	-	-	-
YOLO-World-M 2026.01	31	-	23.8	29.2	33.9	-	-	-	-
OmDet-Turbo-T 2024.05	30.3	-	-	-	-	-	21.5	140	-
YOLO-Worldv2-M 2024.05	30	-	25	27.2	-	33.4	42.7	-	-
GLIPv2 2025.01	29	-	-	-	-	-	-	-	-
G-DINO-T(c) 2024.01	28.8	-	18.8	24.2	34.7	-	-	-	-
DETCLIP-T 2024.04	28.8	-	26	28	30	-	-	-	-
GLEE-Pro 2024.05	28.8	-	-	-	-	-	-	-	-
YOLO-World 2024.05	27.6	-	34.1	38	-	-	-	-	-
Grounding-DINO-T 2024.04	27.4	-	20.8	21.4	31	-	-	-	-

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