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Object Detection on LVIS (val)

67.9mAP

Co-DETR

Updated 3d ago

Evaluation Results

Method
Co-DETR 2022.11	67.9	-	-	-	-	-	-	-	-	-	-
EVA-02 2022.11	65.2	-	-	-	-	-	-	-	-	-	-
Grounding DINO 1.5 Pro 2024.05	63.5	64	63.8	63	-	-	-	-	-	-	-
DINO 2022.11	63.2	-	-	-	-	-	-	-	-	-	-
CP-DETR-L 2024.12	60.3	-	-	-	-	-	-	-	-	-	-
APE(D) 2024.12	59.6	-	-	-	-	-	-	-	-	-	-
Co-DETR 2022.11	56.9	-	-	-	-	-	-	-	-	-	-
GLEE-Pro 2024.12	55.7	-	-	-	-	-	-	-	-	-	-
DetCLIPv3 + 2024.05	54.1	45.8	55.4	56.4	-	-	-	-	-	-	-
ViTDet 2022.11	53.4	-	-	-	-	-	-	-	-	-	-
DetCLIPv2-L 2023.04	53.1	49	53.2	54.9	-	-	-	-	-	-	-
DetCLIPv2 2024.05	53.1	49	53.2	54.9	-	-	-	-	-	-	-
CP-DETR-Pro 2024.12	51.6	51.3	51.6	51.8	-	-	-	-	-	-	-
ViTDet 2022.11	51.2	-	-	-	-	-	-	-	-	-	-
Grounding DINOv1.6 Pro 2024.12	51.1	51.5	52	50.1	-	-	-	-	-	-	-
ScaleDet-B 2023.06	50.7	-	-	-	-	-	-	-	-	-	-
ScaleDet-B* 2023.06	50.6	-	-	-	-	-	-	-	-	-	-
WeDetect-Large 2025.12	49.4	43.3	48.2	53.5	-	-	-	-	-	-	-
OWL-ST+FT 2024.05	49.4	44.6	-	-	-	-	-	-	-	-	-
H-DETR 2022.11	47.9	-	-	-	-	-	-	-	-	-	-
Grounding DINOv1.5 Pro 2024.12	47.6	44.6	47.9	48.7	-	-	-	-	-	-	-
Grounding DINO 1.5 Pro 2024.05	47.6	44.6	47.9	48.7	-	-	-	-	-	-	-
T-Rex2-L 2024.12	45.8	-	-	-	-	-	-	-	-	-	-
Trex-2-L 2024.12	45.8	42.7	43.2	50.2	-	-	-	-	-	-	-
T-Rex2 2025.12	45.8	42.7	43.2	50.2	-	-	-	-	-	-	-
Detic-B 2023.06	44.3	-	-	-	-	-	-	-	-	-	-
DetCLIPv2-T 2023.04	43.7	40.2	42.7	46.3	-	-	-	-	-	-	-
Eff-B7 NAS-FPN (1280) with Copy-Paste and frozen backbone 2022.04	43.1	-	-	-	-	-	-	-	-	-	-
LLMDet 2025.01	42	31.6	38.8	50.2	-	-	-	-	-	-	-
LLMDet 2025.12	42	31.6	38.8	50.2	-	-	-	-	-	-	-
Eff-B7 NAS-FPN (1280) with Copy-Paste 2022.04	41.6	-	-	-	-	-	-	-	-	-	-
DetCLIPv3 2024.04	41.4	41.4	40.5	42.3	-	-	-	-	-	-	-
DetCLIPv3-L 2024.12	41.4	-	-	-	-	-	-	-	-	-	-
DetCLIPv3-L 2024.12	41.4	41.4	40.5	42.3	-	-	-	-	-	-	-
DetCLIPv3 2025.01	41.4	41.4	40.5	42.3	-	-	-	-	-	-	-
WeDetect-Base 2025.12	41.4	35.2	39.5	46.2	-	-	-	-	-	-	-
DetCLIPv3 2025.12	41.4	41.4	40.5	42.3	-	-	-	-	-	-	-
LVIS Challenge 2020 Winner 2022.04	41.1	-	-	-	-	-	-	-	-	-	-
Frozen-DETR 2024.10	40	24	41.8	44.9	-	-	-	-	-	-	-
CP-DETR-T 2024.12	39.9	-	-	-	-	-	-	-	-	-	-
Eff-B7 NAS-FPN (1280) with frozen backbone 2022.04	39.4	-	-	-	-	-	-	-	-	-	-
DetCLIPv3 2024.04	38.9	37.2	37.5	41.2	-	-	-	-	-	-	-
DetCLIPv3-T 2024.12	38.9	-	-	-	-	-	-	-	-	-	-
DetCLIPv3 2025.01	38.9	37.2	37.5	41.2	-	-	-	-	-	-	-
DetCLIPv3 2025.12	38.9	37.2	37.5	41.2	-	-	-	-	-	-	-
LLMDet 2025.01	38.5	28.2	34.3	47.8	-	-	-	-	-	-	-
DINO-X Edge 2025.12	38.4	38.9	38.3	38.2	-	-	-	-	-	-	-
Supervised 2023.04	38.3	28.5	38.1	42.9	-	-	-	-	-	-	-
Eff-B7 NAS-FPN (1280) 2022.04	37.2	-	-	-	-	-	-	-	-	-	-
DetCLIPv2-L 2023.04	36.6	33.3	36.2	38.5	-	-	-	-	-	-	-
DetCLIPv2 2024.04	36.6	33.3	36.2	38.5	-	-	-	-	-	-	-
DetCLIPv2-L 2024.12	36.6	-	-	-	-	-	-	-	-	-	-
DetCLIPv2 2025.01	36.6	33.3	36.2	38.5	-	-	-	-	-	-	-
DetCLIPv2 2025.12	36.6	33.3	36.2	38.5	-	-	-	-	-	-	-
Detic 2023.04	36.3	26.7	36.4	40.3	-	-	-	-	-	-	-
POMP 2023.04	36.2	26.8	36.4	40.4	-	-	-	-	-	-	-
OWL-ST 2024.04	35.2	36.2	-	-	-	-	-	-	-	-	-
OWL-ST 2024.12	35.2	-	-	-	-	-	-	-	-	-	-
OWL-ST 2025.01	35.2	36.2	-	-	-	-	-	-	-	-	-
LLMDet 2025.01	34.9	26	30.1	44.3	-	-	-	-	-	-	-
MM-GDINO 2025.01	34.9	26.7	30.4	43.5	-	-	-	-	-	-	-
LLMDet 2025.12	34.9	26	30.1	44.3	-	-	-	-	-	-	-
T-Rex2-T 2024.12	34.8	-	-	-	-	-	-	-	-	-	-
T-Rex2 2025.01	34.8	29	31.5	41.2	-	-	-	-	-	-	-
T-Rex2 2025.12	34.8	29	31.5	41.2	-	-	-	-	-	-	-
Current SOTA in each item 2024.12	34.7	26.9	32	41.3	-	-	-	-	-	-	-
DK-DETR 2024.10	33.5	22.2	32	40.2	-	-	-	-	-	-	-
VLDet 2024.10	33.4	22.9	32.8	38.7	-	-	-	-	-	-	-
OV-DINO 2025.01	32.9	29.1	30.4	37.4	-	-	-	-	-	-	-
OV-DINO 2025.12	32.9	29.1	30.4	37.4	-	-	-	-	-	-	-
DetCLIPv2-T 2023.04	32.8	31	31.7	34.8	-	-	-	-	-	-	-
DetCLIPv2 2024.04	32.8	31	31.7	34.8	-	-	-	-	-	-	-
DetCLIPv2 2025.01	32.8	31	31.7	34.8	-	-	-	-	-	-	-
DetCLIPv2 2025.12	32.8	31	31.7	34.8	-	-	-	-	-	-	-
DINO-det-4scale 2024.10	32.5	15.2	32.8	39.8	-	-	-	-	-	-	-
RegionCLIP 2021.12	32.3	22	32.1	36.9	-	-	-	-	-	-	-
MM-GDINO 2025.01	31.9	23.6	27.6	40.5	-	-	-	-	-	-	-
MM-GDINO 2025.12	31.9	23.6	27.6	40.5	-	-	-	-	-	-	-
WeDetect-Tiny 2025.12	31.4	24.7	29.2	36.8	-	-	-	-	-	-	-
DetCLIP-L 2023.04	31.2	27.6	29.6	34.5	-	-	-	-	-	-	-
ExpAlign 2026.01	30.3	26.5	29.8	33.7	-	-	-	-	-	-	-
BARON 2024.10	29.5	23.2	29.3	32.5	-	-	-	-	-	-	-
ExpAlign 2026.01	29.5	24.8	28	33.4	-	-	-	-	-	-	-
Grounding DINO 1.5 Edge 2024.05	29.3	28.1	27.6	31.6	-	-	-	-	18.5	75.2	5.5
MM-GDINO 2025.01	29.1	19.7	25.6	37.2	-	-	-	-	-	-	-
ViLD* [18] 2021.12	28.7	19.8	27.1	34.5	-	-	-	-	-	-	-
OWL-ST 2024.04	28.6	30.3	-	-	-	-	-	-	-	-	-
OWL-ST 2025.01	28.6	30.3	-	-	-	-	-	-	-	-	-
Cls-ResNet [22] + Mask RCNN [21] 2021.12	28.5	13	26.7	37.4	-	-	-	-	-	-	-
Supervised 2023.04	28.4	18.9	27.3	33.6	-	-	-	-	-	-	-
DetCLIP-T 2023.04	28.4	25	27	31.6	-	-	-	-	-	-	-
DetPro 2023.04	28.4	20.8	27.8	32.4	-	-	-	-	-	-	-
DetCLIP 2024.04	28.4	25	27	28.4	-	-	-	-	-	-	-
DetCLIP 2024.04	28.4	25	27	31.6	-	-	-	-	-	-	-
DetPro 2024.10	28.4	20.8	27.8	32.4	-	-	-	-	-	-	-
DetCLIP 2025.01	28.4	25	27	28.4	-	-	-	-	-	-	-
DetCLIP 2025.01	28.4	25	27	31.6	-	-	-	-	-	-	-
DetCLIP 2025.12	28.4	25	27	28.4	-	-	-	-	-	-	-
DetCLIP 2025.12	28.4	25	27	31.6	-	-	-	-	-	-	-
RegionCLIP 2021.12	28.2	17.1	27.4	34	-	-	-	-	-	-	-

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