Object Detection on Gen1 (mAP and Efficiency Metrics)
48.2mAP (%)SAST-CB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAST-CBBackbone=SAST-CB, Params (M)=18.92024.04 | 48.2 | 2.4 | 1.1 | |
| GETBackbone=GET, Params (M)=21.92024.04 | 47.9 | 3.6 | 2.2 | |
| SASTBackbone=SAST, Params (M)=18.92024.04 | 47.9 | 2.1 | 0.8 | |
| RVT (baseline)Backbone=MaxViT, Params (M)=18.52024.04 | 47.2 | 3.5 | 2.2 | |
| AECBackbone=CSP-Darknet-53, Params (M)=46.52024.04 | 47 | 20.9 | — | |
| ASTMNetBackbone=VGG16, Params (M)=>1002024.04 | 46.7 | 29.3 | — | |
| AECBackbone=Deformable-DETR, Params (M)=402024.04 | 44.5 | — | — | |
| RVTBackbone=Swin Transformer, Params (M)=18.52024.04 | 44.4 | 3.6 | 2.3 | |
| RVTBackbone=ConvNext, Params (M)=18.72024.04 | 42.3 | 3.6 | 2.3 | |
| REDBackbone=ResNet50, Params (M)=24.12024.04 | 40 | 6 | — | |
| SAMBackbone=ResNet50, Params (M)=>202024.04 | 35.5 | 6 | — | |
| YOLOv3_DVSBackbone=Darknet-53, Params (M)=>602024.04 | 31.2 | 11.1 | — |