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ResearchFormerly WizWand

Object Detection on OD-LVIS

24.9APfDVtor (DeCLIP)
12.31615.58318.8522.117Aug 2, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DVtor (DeCLIP)Backbone=ViT-L/14, Training Data=LVIS-base2025.0824.922.623.223.6
F-ViT (DeCLIP) + DP&GBackbone=ViT-L/14, Training Data=LVIS-base2025.0824.122.322.823.1
DVtor (CLIPSelf)Backbone=ViT-L/14, Training Data=LVIS-base2025.0823.922.921.623.1
F-ViT (DeCLIP) + DAPmtBackbone=ViT-L/14, Training Data=LVIS-base2025.0823.62222.622.7
F-ViT (CLIPSelf) + DP&GBackbone=ViT-L/14, Training Data=LVIS-base2025.0823.522.221.522.6
F-ViT (DeCLIP)Backbone=ViT-L/14, Training Data=LVIS-base2025.082321.721.422.2
F-ViT (CLIPSelf) + DAPmtBackbone=ViT-L/14, Training Data=LVIS-base2025.0822.821.720.822
F-ViT (CLIPSelf)Backbone=ViT-L/14, Training Data=LVIS-base2025.0822.521.320.221.6
OWL-ViTBackbone=ViT-L/14, Training Data=O365 + VG2025.0822.121.619.921.5
YOLO-World + DAPmtBackbone=YOLOv8-L*, Training Data=O365 + GoldG2025.082219.619.720.6
YOLO-WorldBackbone=YOLOv8-L*, Training Data=O365 + GoldG2025.0821.919.119.320.2
DK-DETRBackbone=RN50, Training Data=LVIS-all2025.0821.119.415.319.4
MM-OVOD + DAPmtBackbone=RN50* Agg, Training Data=LVIS-base + IN-L2025.0821.120.91620.1
MM-OVOD + DAPmtBackbone=RN50* Agg, Training Data=LVIS-base2025.0820.820.414.519.5
MM-OVODBackbone=RN50* Agg, Training Data=LVIS-base2025.0820.519.81419
MM-OVODBackbone=RN50* Agg, Training Data=LVIS-base + IN-L2025.0820.420.415.919.6
RegionCLIPBackbone=RN50x4*, Training Data=CC3M2025.0819.515.812.416.7
DVtor (DeCLIP)Backbone=ViT-B/16, Training Data=LVIS-base2025.0819.514.715.516.7
DVtor (CLIPSelf)Backbone=ViT-B/16, Training Data=LVIS-base2025.081914.31416.1
F-ViT (DeCLIP) + DP&GBackbone=ViT-B/16, Training Data=LVIS-base2025.0818.814.114.916.1
F-ViT (CLIPSelf) + DP&GBackbone=ViT-B/16, Training Data=LVIS-base2025.0818.613.813.715.7
F-ViT (DeCLIP) + DAPmtBackbone=ViT-B/16, Training Data=LVIS-base2025.0818.313.614.615.6
F-ViT (DeCLIP)Backbone=ViT-B/16, Training Data=LVIS-base2025.0817.812.913.214.9
DVtor (CLIP)Backbone=RN50x16, Training Data=LVIS-base2025.0817.616.915.817
F-VLM (CLIP) + DP&GBackbone=RN50x16, Training Data=LVIS-base2025.0817.516.215.216.5
F-ViT (CLIPSelf) + DAPmtBackbone=ViT-B/16, Training Data=LVIS-base2025.0817.512.713.214.7
OV-DQUO + DAPmtBackbone=ViT-L/14, Training Data=LVIS-base2025.0817.221.522.320
F-VLM (CLIP) + DAPmtBackbone=RN50x16, Training Data=LVIS-base2025.0817.215.314.716
F-ViT (CLIPSelf)Backbone=ViT-B/16, Training Data=LVIS-base2025.0817.11212.214
F-VLM (CLIP)Backbone=RN50x16, Training Data=LVIS-base2025.0816.714.413.715.2
RegionCLIPBackbone=RN50*, Training Data=CC3M2025.0816.6139.713.9
OV-DQUOBackbone=ViT-L/14, Training Data=LVIS-base2025.0816.420.621.219.1
RKDWTFBackbone=RN50* WTF8x, Training Data=LVIS-base + IN-L2025.0815.814.311.914.5
RKDWTFBackbone=RN50* Base, Training Data=LVIS-base + IN-L2025.0814.612.48.712.6
YOLOE + DAPmtBackbone=YOLOv11-L*, Training Data=O365 + GoldG2025.0814.39.59.111.3
RKDWTFBackbone=RN50* WTF, Training Data=LVIS-base + IN-L2025.081412.511.312.9
YOLOEBackbone=YOLOv11-L*, Training Data=O365 + GoldG2025.0813.78.66.810.3
OV-DQUO + DAPmtBackbone=ViT-B/16, Training Data=LVIS-base2025.0813.515.315.814.7
RKDWTFBackbone=RN50* RKDPIS, Training Data=LVIS-base + IN-L2025.0813.412.110.312.3
OWL-ViTBackbone=ViT-B/16, Training Data=O365 + VG2025.0813.113.913.213.5
OV-DQUOBackbone=ViT-B/16, Training Data=LVIS-base2025.0812.814.814.814