Object Detection on LVIS (minival5k)
44.7APDetCLIPv2-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DetCLIPv2-LDetector (Backbone)=ATSS (Swin-L), Pre-Train Data=O365,GoldG,CC15M, Evaluation Mode=Zero-shot2023.04 | 44.7 | 43.1 | 46.3 | 43.7 | |
| SupervisedDetector (Backbone)=ATSS (Swin-L), Pre-Train Data=LVIS, Evaluation Mode=Fully-supervised2023.04 | 43.9 | 30.6 | 43.6 | 46.6 | |
| DetCLIPv2-TDetector (Backbone)=ATSS (Swin-T), Pre-Train Data=O365,GoldG,CC15M, Evaluation Mode=Zero-shot2023.04 | 40.4 | 36 | 41.7 | 40 | |
| DetCLIP-LDetector (Backbone)=ATSS (Swin-L), Pre-Train Data=O365,GoldG,YFCC1M, Evaluation Mode=Zero-shot2023.04 | 38.6 | 36 | 38.3 | 39.3 | |
| GLIP-LDetector (Backbone)=DyHead (Swin-L), Pre-Train Data=O365,GoldG,Cap24M, Evaluation Mode=Zero-shot2023.04 | 37.3 | 28.2 | 34.3 | 41.5 | |
| Deformable DETRBackbone=Swin-T, Pre-Train Data=LVIS, Open-ended=false, Open-set=false2024.03 | 36 | 24.2 | 36 | 38.2 | |
| DetCLIP-TDetector (Backbone)=ATSS (Swin-T), Pre-Train Data=O365,GoldG,YFCC1M, Evaluation Mode=Zero-shot2023.04 | 35.9 | 33.2 | 35.7 | 36.4 | |
| SupervisedDetector (Backbone)=ATSS (Swin-T), Pre-Train Data=LVIS, Evaluation Mode=Fully-supervised2023.04 | 33.6 | 19.7 | 32.4 | 37.2 | |
| MaskRCNNBackbone=RN101, Pre-Train Data=LVIS, Open-ended=false, Open-set=false2024.03 | 33.3 | 26.3 | 34 | 33.9 | |
| GLIPv2-TDetector (Backbone)=DyHead (Swin-T), Pre-Train Data=O365,GoldG,Cap4M, Evaluation Mode=Zero-shot2023.04 | 29 | — | — | — | |
| GenerateUBackbone=Swin-L, Pre-Train Data=VG, GRIT5M, Open-ended=true, Open-set=true2024.03 | 27.9 | 22.3 | 25.2 | 31.4 | |
| GenerateUBackbone=Swin-T, Pre-Train Data=VG, GRIT5M, Open-ended=true, Open-set=true2024.03 | 26.8 | 20 | 24.9 | 29.8 | |
| GLIP-TDetector (Backbone)=DyHead (Swin-T), Pre-Train Data=O365,GoldG,Cap4M, Evaluation Mode=Zero-shot2023.04 | 26 | 20.8 | 21.4 | 31 | |
| GLIPBackbone=Swin-T, Pre-Train Data=O365, GoldG, CAP4M, Open-ended=false, Open-set=true2024.03 | 26 | 20.8 | 21.4 | 31 | |
| GenerateUBackbone=Swin-T, Pre-Train Data=VG, Open-ended=true, Open-set=true2024.03 | 25.4 | 17.4 | 22.4 | 29.6 | |
| GLIP (C)Backbone=Swin-T, Pre-Train Data=O365, GoldG, Open-ended=false, Open-set=true2024.03 | 24.9 | 17.7 | 19.5 | 31 | |
| MDETRDetector (Backbone)=DETR (RN101), Pre-Train Data=GoldG+, Evaluation Mode=Zero-shot2023.04 | 24.2 | 20.9 | 24.3 | 24.2 | |
| MDETRBackbone=RN101, Pre-Train Data=LVIS, Open-ended=false, Open-set=false2024.03 | 24.2 | 20.9 | 24.9 | 24.3 |