Instance Segmentation on Pascal SBD 2012
42.42Mask 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 | 42.42 | — | — | — | — | 42.69 | |
| RAMEMBackbone=UPANet80 V2, Variation=GC, Att 1st, FPS (RTX 4090)=63.91, FLOPs (G)=98.32, Size (M)=39.302023.08 | 42.2 | — | — | — | — | 42.24 | |
| RAMEMBackbone=UPANet80 V2, Variation=GC, Ds 1st, FPS (RTX 4090)=62.86, FLOPs (G)=98.32, Size (M)=39.302023.08 | 42.2 | — | — | — | — | 42.35 | |
| RAMEMBackbone=UPANet80 V2, Variation=NL, Ds 1st, FPS (RTX 4090)=61.64, FLOPs (G)=99.02, Size (M)=40.232023.08 | 42.17 | — | — | — | — | 42.24 | |
| RAMEMBackbone=UPANet80 V2, Variation=A2, Att 1st, FPS (RTX 4090)=53.25, FLOPs (G)=101.87, Size (M)=40.502023.08 | 41.7 | — | — | — | — | 41.26 | |
| RAMEMBackbone=UPANet80 V2, Variation=EA, Att 1st, FPS (RTX 4090)=64.50, FLOPs (G)=98.31, Size (M)=39.302023.08 | 41.65 | — | — | — | — | 41.86 | |
| RAMEMBackbone=UPANet80 V2 (Vanilla), FPS (RTX 4090)=64.50, FLOPs (G)=100.55, Size (M)=40.322023.08 | 41.51 | — | — | — | — | 41.72 | |
| RAMEMBackbone=UPANet64 V2, Module=Panel attention, FPS (RTX 4090)=74.22, FLOPs (G)=73.12, Size (M)=28.732023.08 | 41.44 | — | — | — | — | 41.74 | |
| RAMEMBackbone=UPANet64 V2 (Vanilla), FPS (RTX 4090)=68.00, FLOPs (G)=73.12, Size (M)=28.732023.08 | 41.25 | — | — | — | — | 41.5 | |
| RAMEMBackbone=UPANet80 V2, Variation=EA, Ds 1st, FPS (RTX 4090)=64.28, FLOPs (G)=98.31, Size (M)=39.302023.08 | 41.04 | — | — | — | — | 41.33 | |
| RAMEMBackbone=UPANet80 V2, Variation=A2, Ds 1st, FPS (RTX 4090)=60.34, FLOPs (G)=99.20, Size (M)=40.502023.08 | 40.92 | — | — | — | — | 41.13 | |
| maYOLACTBackbone=CSP-DarkNet, FPS (RTX 4090)=80.36, FLOPs (G)=61.73, Size (M)=45.442023.08 | 39.75 | — | — | — | — | 40.29 | |
| maYOLACTBackbone=ResNet50, Module=Panel attention, FPS (RTX 4090)=64.56, FLOPs (G)=91.88, Size (M)=74.592023.08 | 38.71 | — | — | — | — | 38.92 | |
| maYOLACTBackbone=ResNet50, FPS (RTX 4090)=81.27, FLOPs (G)=48.26, Size (M)=30.412023.08 | 37.27 | — | — | — | — | 37.39 | |
| YOLACTBackbone=ResNet50, FPS (RTX 4090)=81.11, FLOPs (G)=48.26, Size (M)=30.412023.08 | 35.12 | — | — | — | — | 35.73 | |
| RTMDet (ins-X)Backbone=CSP-DarkNet, FPS (RTX 4090)=68.42, FLOPs (G)=93.87, Size (M)=83.332023.08 | 30.56 | — | — | — | — | 32.39 | |
| maYOLACTBackbone=Swin Transformer (Tiny), FPS (RTX 4090)=71.88, FLOPs (G)=24.96, Size (M)=33.852023.08 | 21.16 | — | — | — | — | 21.3 | |
| FCISBackbone=R-101-C52019.04 | — | 65.7 | 52.1 | 9.6 | 104 | — | |
| FCISBackbone=R-101-C5, FPS=9.6, Time=1042019.12 | — | 65.7 | 52.1 | — | — | — | |
| MNCBackbone=VGG-162019.04 | — | 63.5 | 41.5 | 2.8 | 360 | — | |
| MNCBackbone=VGG-16, FPS=2.8, Time=3602019.12 | — | 63.5 | 41.5 | — | — | — | |
| YOLACT-550Backbone=R-50-FPN2019.04 | — | 72.3 | 56.2 | 47.6 | 21 | — | |
| YOLACT-550Backbone=R-50-FPN, FPS=47.6, Time=21.02019.12 | — | 72.3 | 56.2 | — | — | — |