Image Classification on ImageNet-1K 1.0 (val) (Top-1 Accuracy and System Performance Metrics)
82.5Top-1 AccuracyMobileMamba-B4
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MobileMamba-B4Resolution=512x512, FLOPs (M)=4313, #Params (M)=17.12024.11 | 82.5 | 1,862 | 12 | 84.2 | 291.7 | |
| EfficientVMamba-BResolution=224x224, FLOPs (M)=4000, #Params (M)=332024.11 | 81.8 | 648 | 5 | 198.2 | 834.8 | |
| EfficientViT-M5r512Resolution=512x512, FLOPs (M)=2670, #Params (M)=12.42024.11 | 80.8 | 1,694 | 31 | 32.4 | 3.5 | |
| MobileMamba-B1Resolution=256x256, FLOPs (M)=1080, #Params (M)=17.12024.11 | 79.9 | 6,986 | 49 | 20.3 | 47 | |
| EMO-6MResolution=224x224, FLOPs (M)=961, #Params (M)=6.12024.11 | 79 | 4,038 | 42 | 23.5 | 14.8 | |
| EfficientVMamba-SResolution=224x224, FLOPs (M)=1300, #Params (M)=112024.11 | 78.7 | 3,327 | 7 | 137.8 | 287.9 | |
| MobileMamba-S6Resolution=224x224, FLOPs (M)=652, #Params (M)=152024.11 | 78 | 11,000 | 80 | 12.5 | 19.7 | |
| EfficientViT-M5Resolution=224x224, FLOPs (M)=522, #Params (M)=12.42024.11 | 77.1 | 10,271 | 180 | 5.6 | 2 | |
| EfficientVMamba-TResolution=224x224, FLOPs (M)=800, #Params (M)=62024.11 | 76.5 | 6,285 | 14 | 70 | 113.6 | |
| MobileMamba-T4Resolution=192x192, FLOPs (M)=413, #Params (M)=14.22024.11 | 76.1 | 16,571 | 84 | 11.8 | 16.9 | |
| EMO-2MResolution=224x224, FLOPs (M)=439, #Params (M)=2.32024.11 | 75.1 | 6,301 | 67 | 15 | 7.6 | |
| EfficientViT-M4Resolution=224x224, FLOPs (M)=299, #Params (M)=8.82024.11 | 74.3 | 14,612 | 228 | 4.4 | 1.6 | |
| MobileMamba-T2Resolution=192x192, FLOPs (M)=255, #Params (M)=8.82024.11 | 73.6 | 21,071 | 85 | 11.8 | 11.7 | |
| EMO-1MResolution=224x224, FLOPs (M)=261, #Params (M)=1.32024.11 | 71.5 | 8,361 | 91 | 10.9 | 5.1 | |
| EfficientViT-M2Resolution=224x224, FLOPs (M)=201, #Params (M)=4.22024.11 | 70.8 | 18,693 | 255 | 3.9 | 1.1 |