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Object Detection on LVIS v1.0 (val)

63.2APbbox

InternImages

Updated 7d ago

Evaluation Results

Method
InternImages 2023.10	63.2	-	-	-	-	-	-	-	-	-	-	-	-
EVA 2022.11	62.2	-	-	-	-	-	-	-	-	-	-	-	-
EVA 2022.11	62.2	-	-	-	-	1.9	-	-	-	-	-	-	-
EVA 2023.10	62.2	55.1	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	61.2	61.2	-	-	-	-	-	-	-	-	-	-	-
RegionSpot-Pro↑336 2023.11	59.9	55.4	-	68.6	-	-	-	-	-	-	-	-	-
RAR 2024.03	57.1	60.2	58	54.3	-	-	-	-	-	-	-	-	-
RegionSpot-Pro 2023.11	56.6	50.6	-	68.8	-	-	-	-	-	-	-	-	-
RAR 2024.03	56.4	59.6	57.5	53.7	-	-	-	-	-	-	-	-	-
RAR 2024.03	56.2	58.7	57.9	54.4	-	-	-	-	-	-	-	-	-
DECOLA Phase 2 2023.11	55.2	-	56	-	-	-	46.9	-	-	-	-	-	-
DetCLIPv3+FT 2024.04	54.1	45.8	55.4	56.4	-	-	-	-	-	-	-	-	-
RichSem 2023.10	53.6	52.8	52.6	55.2	-	-	-	67.2	56.7	-	-	-	-
ViTDet 2022.03	53.4	-	-	-	-	-	-	-	-	-	-	-	-
ViTDet-H 2022.11	53.4	-	-	-	-	-	-	-	-	-	-	-	-
ViTDet-H 2022.11	53.4	-	-	-	-	7.9	-	-	-	-	-	-	-
DINO / ViTDet-H (Prev. Best) 2022.11	53.4	-	-	-	-	9.8	-	-	-	-	-	-	-
ViTDet 2023.10	53.4	-	-	-	-	-	-	-	-	-	-	-	-
ViTDet 2023.10	53.4	-	-	-	-	-	-	-	-	-	-	-	-
CLIP-L↑336* w/ mask 2023.11	53.1	46.8	-	63.2	-	-	-	-	-	-	-	-	-
RegionSpot-Lite 2023.11	53	42	-	65.6	-	-	-	-	-	-	-	-	-
RichSem 2023.10	52	50.2	51.5	53.3	-	-	-	65.7	54.8	-	-	-	-
RichSem 2024.12	52	50.2	51.5	53.3	-	-	-	-	-	-	-	-	-
baseline + self-train 2023.11	51.8	-	53.5	-	-	-	36.5	-	-	-	-	-	-
MAWS 2023.03	51.8	-	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	51.5	52.3	50.7	52	-	-	-	65.2	54.4	-	-	-	-
MAE 2023.03	51.5	-	-	-	-	-	-	-	-	-	-	-	-
SimLTD MixPL 2024.12	51.5	45	52.4	53.3	-	-	-	-	-	-	-	-	-
Gen-n-Val 2025.06	51.5	55.6	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	51.4	47.6	49.8	54.9	-	-	-	64.8	54.2	-	-	-	-
ViTDet 2022.03	51.2	-	-	-	-	-	-	-	-	-	-	-	-
ViTDet 2023.10	51.2	-	-	-	-	-	-	-	-	-	-	-	-
DiverGen 2024.05	51.2	50.1	-	-	-	-	-	-	-	-	-	-	-
DiverGen 2025.06	51.2	50.1	-	-	-	-	-	-	-	-	-	-	-
CenterNet2 w/ X-Paste + Copy-Paste 2022.12	50.9	-	-	-	-	-	48.7	-	-	-	-	-	-
MAWS 2023.03	50.8	-	-	-	-	-	-	-	-	-	-	-	-
RegionCLIP 2024.03	50.7	50.1	50.1	51.7	-	-	-	-	-	-	-	-	-
OWLv2 2023.11	50.4	-	-	-	-	-	45.9	-	-	-	-	-	-
CenterNet2 w/ X-Paste 2022.12	50.1	-	-	-	-	-	48.2	-	-	-	-	-	-
X-Paste 2024.05	50.1	48.2	-	-	-	-	-	-	-	-	-	-	-
XPaste 2025.06	50.1	48.2	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	49.8	48.6	49.7	50.5	-	-	-	63.7	52.5	-	-	-	-
SimLTD Supervised 2024.12	49.8	42.4	50.4	52.4	-	-	-	-	-	-	-	-	-
RichSem 2023.10	49.7	42.8	49.2	53.4	-	-	-	62.9	52.4	-	-	-	-
RichSem 2024.12	49.7	42.8	49.2	53.4	-	-	-	-	-	-	-	-	-
baseline 2023.11	49.6	-	53.3	-	-	-	21.9	-	-	-	-	-	-
CenterNet2 w/ Copy-Paste 2022.12	49.5	-	-	-	-	-	43.4	-	-	-	-	-	-
RichSem 2023.10	49.5	47.3	47.7	52.4	-	-	-	62.5	52.2	-	-	-	-
CLIP-L↑336 w/ mask 2023.11	49.5	43.2	-	59.9	-	-	-	-	-	-	-	-	-
OWL-ST+FT 2024.04	49.4	44.6	-	-	-	-	-	-	-	-	-	-	-
CLIP-L w/ mask 2023.11	49.2	40.8	-	59.6	-	-	-	-	-	-	-	-	-
CLIP 2024.03	49.2	40.8	53.5	59.6	-	-	-	-	-	-	-	-	-
SimLTD MixPL 2024.12	49	43.4	49	51.5	-	-	-	-	-	-	-	-	-
CLIP-L w/ box 2023.11	48.7	40.6	-	59.2	-	-	-	-	-	-	-	-	-
CLIP 2024.03	48.7	40.6	53.1	59.2	-	-	-	-	-	-	-	-	-
DECOLA 2023.11	48.5	47.6	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	48.2	46.5	46.5	51	-	-	-	61.6	51	-	-	-	-
DetCLIPv3+FT 2024.04	48.2	40.2	48.5	51.3	-	-	-	-	-	-	-	-	-
RichSem 2024.12	48.2	46.5	46.5	51	-	-	-	-	-	-	-	-	-
CenterNet2 2022.12	47.5	-	-	-	-	-	41.4	-	-	-	-	-	-
CenterNet2 2024.05	47.5	41.4	-	-	-	-	-	-	-	-	-	-	-
CenterNet2 2025.06	47.5	41.4	-	-	-	-	-	-	-	-	-	-	-
SimLTD Supervised 2024.12	47.2	42.7	46.7	49.9	-	-	-	-	-	-	-	-	-
SWAG 2023.03	47.1	-	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	47	41.2	45.9	50.7	-	-	-	59.9	49.6	-	-	-	-
Detic 2022.12	46.9	-	-	-	-	-	45.9	-	-	-	-	-	-
Detic-CenterNet2+ 2023.10	46.9	45.8	45.5	49	-	-	-	62.2	49.4	-	-	-	-
Detic 2023.11	46.9	45.8	-	-	-	-	-	-	-	-	-	-	-
Detic 2024.05	46.9	45.9	-	-	-	-	-	-	-	-	-	-	-
DECOLA labels 2023.11	46.7	-	-	-	-	-	38.4	-	-	-	-	-	-
RichSem 2023.10	46.4	38.5	45.1	51.3	-	-	-	59.2	48.9	-	-	-	-
RichSem 2024.12	46.4	38.5	45.1	51.3	-	-	-	-	-	-	-	-	-
DECOLA Phase 2 2023.11	46.3	-	47.5	-	-	-	35.7	-	-	-	-	-	-
Detic 2023.11	45.7	-	-	-	-	-	36.6	-	-	-	-	-	-
Detic-CenterNet2 2023.10	45.4	39.9	44.5	48.9	-	-	-	59.9	47.9	-	-	-	-
Detic-base 2023.11	45.4	39.9	-	-	-	-	-	-	-	-	-	-	-
3Ways 2023.11	44.6	-	-	-	-	-	30.1	-	-	-	-	-	-
DITO 2023.11	44.2	-	-	-	-	-	45.8	-	-	-	-	-	-
Detic-base 2023.11	43	-	-	-	-	-	24.6	-	-	-	-	-	-
SimLTD MixPL 2024.12	42.5	35.7	42.4	45.6	-	-	-	-	-	-	-	-	-
baseline + self-train 2023.11	42.3	-	43.6	-	-	-	30.8	-	-	-	-	-	-
DiffusionDet 2024.12	42	34.8	40.9	46.4	-	-	-	-	-	-	-	-	-
OWL-ST+FT 2024.04	41.8	36.2	-	-	-	-	-	-	-	-	-	-	-
EfficientNet-B7 NAS-FPN 2020.12	41.6	-	-	-	-	-	-	-	-	-	-	-	-
Copy-Paste 2022.11	41.6	-	-	-	-	15.4	-	-	-	-	-	-	-
Copy-Paste 2022.12	41.6	-	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	41.6	37.3	39.7	45.5	-	-	-	53.3	43.8	-	-	-	-
Copy-Paste 2024.05	41.6	-	-	-	-	-	-	-	-	-	-	-	-
RichSem 2024.12	41.6	37.3	39.7	45.5	-	-	-	-	-	-	-	-	-
LaMI-DETR 2024.07	41.3	43.4	-	-	-	-	-	-	-	-	-	-	-
LVIS Challenge 2020 Winner 2020.12	41.1	-	-	-	-	-	-	-	-	-	-	-	-
baseline 2023.11	41.1	-	43.8	-	-	-	16.2	-	-	-	-	-	-
SimLTD Supervised 2024.12	41.1	33.6	40.1	45.4	-	-	-	-	-	-	-	-	-
SiameseIM 2022.06	40.5	30.9	-	-	-	-	-	-	-	-	-	-	-
MAE 2022.06	40.1	29.3	-	-	-	-	-	-	-	-	-	-	-
RichSem 2023.10	40.1	36.2	38.2	44	-	-	-	51.9	42.3	-	-	-	-
DetCLIPv3 2024.04	39.6	38.9	38.4	41.3	-	-	-	-	-	-	-	-	-
FRACAL 2024.10	39.4	-	-	-	-	-	-	-	-	-	-	-	-
SimLTD MixPL 2024.12	39.4	32.6	38.5	43.6	-	-	-	-	-	-	-	-	-
EfficientNet-B7 FPN 2020.12	39.2	-	-	-	-	-	-	-	-	-	-	-	-

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