Object Detection on 1Mpx (mAP, FLOPs)
48.7mAP (%)SAST-CB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAST-CBBackbone=SAST-CB, Params (M)=18.92024.04 | 48.7 | 6.4 | 2.6 | |
| AECBackbone=CSP-Darknet-53, Params (M)=46.52024.04 | 48.4 | 58.2 | — | |
| GETBackbone=GET, Params (M)=21.92024.04 | 48.4 | 10.6 | 6.3 | |
| ASTMNetBackbone=VGG16, Params (M)=>1002024.04 | 48.3 | 75.7 | — | |
| SASTBackbone=SAST, Params (M)=18.92024.04 | 48.3 | 5.6 | 1.8 | |
| RVT (baseline)Backbone=MaxViT, Params (M)=18.52024.04 | 47.4 | 10.3 | 6.5 | |
| RVTBackbone=Swin Transformer, Params (M)=18.52024.04 | 46.7 | 10.4 | 6.6 | |
| AECBackbone=Deformable-DETR, Params (M)=402024.04 | 45.9 | — | — | |
| RVTBackbone=ConvNext, Params (M)=18.72024.04 | 45.5 | 10.4 | 6.6 | |
| REDBackbone=ResNet50, Params (M)=24.12024.04 | 43 | 19 | — | |
| YOLOv3_DVSBackbone=Darknet-53, Params (M)=>602024.04 | 34.6 | 34.8 | — | |
| SAMBackbone=ResNet50, Params (M)=>202024.04 | 23.9 | 19 | — |