Object Detection on PASCAL SBD 2012
42.96Box mAPRAMEM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAMEMBackbone=UPANet80 V2, Module=Panel attention, FPS (RTX 4090)=60.93, FLOPs (G)=100.85, Size (M)=40.322023.08 | 42.96 | 42.69 | |
| RAMEMBackbone=UPANet80 V2, Variation=A2, Att 1st, FPS (RTX 4090)=53.25, FLOPs (G)=101.87, Size (M)=40.502023.08 | 42.62 | 41.26 | |
| RAMEMBackbone=UPANet80 V2, Variation=GC, Ds 1st, FPS (RTX 4090)=62.86, FLOPs (G)=98.32, Size (M)=39.302023.08 | 42.51 | 42.35 | |
| RAMEMBackbone=UPANet80 V2, Variation=GC, Att 1st, FPS (RTX 4090)=63.91, FLOPs (G)=98.32, Size (M)=39.302023.08 | 42.47 | 42.24 | |
| RAMEMBackbone=UPANet80 V2, Variation=NL, Ds 1st, FPS (RTX 4090)=61.64, FLOPs (G)=99.02, Size (M)=40.232023.08 | 42.3 | 42.24 | |
| RAMEMBackbone=UPANet80 V2, Variation=EA, Att 1st, FPS (RTX 4090)=64.50, FLOPs (G)=98.31, Size (M)=39.302023.08 | 42.07 | 41.86 | |
| RAMEMBackbone=UPANet64 V2, Module=Panel attention, FPS (RTX 4090)=74.22, FLOPs (G)=73.12, Size (M)=28.732023.08 | 42.04 | 41.74 | |
| RAMEMBackbone=UPANet80 V2 (Vanilla), FPS (RTX 4090)=64.50, FLOPs (G)=100.55, Size (M)=40.322023.08 | 41.93 | 41.72 | |
| RAMEMBackbone=UPANet64 V2 (Vanilla), FPS (RTX 4090)=68.00, FLOPs (G)=73.12, Size (M)=28.732023.08 | 41.75 | 41.5 | |
| RAMEMBackbone=UPANet80 V2, Variation=EA, Ds 1st, FPS (RTX 4090)=64.28, FLOPs (G)=98.31, Size (M)=39.302023.08 | 41.62 | 41.33 | |
| RAMEMBackbone=UPANet80 V2, Variation=A2, Ds 1st, FPS (RTX 4090)=60.34, FLOPs (G)=99.20, Size (M)=40.502023.08 | 41.33 | 41.13 | |
| maYOLACTBackbone=CSP-DarkNet, FPS (RTX 4090)=80.36, FLOPs (G)=61.73, Size (M)=45.442023.08 | 40.83 | 40.29 | |
| maYOLACTBackbone=ResNet50, Module=Panel attention, FPS (RTX 4090)=64.56, FLOPs (G)=91.88, Size (M)=74.592023.08 | 39.15 | 38.92 | |
| maYOLACTBackbone=ResNet50, FPS (RTX 4090)=81.27, FLOPs (G)=48.26, Size (M)=30.412023.08 | 37.5 | 37.39 | |
| YOLACTBackbone=ResNet50, FPS (RTX 4090)=81.11, FLOPs (G)=48.26, Size (M)=30.412023.08 | 36.65 | 35.73 | |
| RTMDet (ins-X)Backbone=CSP-DarkNet, FPS (RTX 4090)=68.42, FLOPs (G)=93.87, Size (M)=83.332023.08 | 34.22 | 32.39 | |
| maYOLACTBackbone=Swin Transformer (Tiny), FPS (RTX 4090)=71.88, FLOPs (G)=24.96, Size (M)=33.852023.08 | 21.44 | 21.3 |