Image Classification on ImageNet-1K 1.0 (val) (Top-1 Accuracy and System Performance)
85.1Top-1 AccuracyMogaNet-XL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MogaNet-XLDate=ICLR'2024, Param=181, FLOPs=34.52024.03 | 85.1 | 66.3 | 112.3 | 207.5 | 394 | 771.9 | 1,512.5 | 24.1 | |
| RDNet-LDate=Ours, Param=186, FLOPs=34.72024.03 | 84.8 | 15.7 | 63.2 | 121 | 233.3 | 460.7 | 933.7 | 10.9 | |
| MogaNet-LDate=ICLR'2024, Param=83, FLOPs=15.92024.03 | 84.7 | 60.8 | 64.9 | 118.5 | 224.3 | 429.2 | 838.6 | 14.9 | |
| RDNet-BDate=Ours, Param=87, FLOPs=15.42024.03 | 84.4 | 11.7 | 32.2 | 61.4 | 116.6 | 233.7 | 471.6 | 6.9 | |
| BiFormer-BDate=CVPR'2023, Param=57, FLOPs=9.82024.03 | 84.3 | 60.4 | 67.8 | 85.8 | 161.2 | 311.9 | 584.2 | 12.2 | |
| SMT-BDate=ICCV'2023, Param=32, FLOPs=7.72024.03 | 84.3 | 69.3 | 70.9 | 87.1 | 149.6 | 272.5 | 518.7 | 7.8 | |
| MogaNet-BDate=ICLR'2024, Param=44, FLOPs=9.92024.03 | 84.3 | 37.9 | 43.8 | 80.9 | 152.9 | 294 | 576.6 | 11.1 | |
| HorNet-B7x7Date=NeurIPS'2022, Param=87, FLOPs=15.62024.03 | 84.3 | 22.9 | 37.9 | 71.5 | 134.5 | 259.6 | 500 | 7.7 | |
| NAT-BDate=CVPR 2023, Param=90, FLOPs=13.72024.03 | 84.3 | 28.3 | 33.5 | 43.4 | 82.7 | 159.9 | 310.4 | 5.2 | |
| VAN-B4Date=CVMJ'2023, Param=60, FLOPs=12.22024.03 | 84.2 | 60.4 | 67.8 | 85.8 | 161.2 | 311.9 | 584.2 | 9 | |
| HorNet-S7x7Date=NeurIPS'2022, Param=50, FLOPs=8.82024.03 | 84 | 23.2 | 25.7 | 46 | 88.3 | 171.4 | 328.9 | 5.7 | |
| VAN-B3Date=CVMJ'2023, Param=45, FLOPs=9.02024.03 | 83.9 | 45.1 | 49.4 | 64.1 | 123.1 | 237.2 | 446.9 | 7.4 | |
| BiFormer-SDate=CVPR'2023, Param=26, FLOPs=4.52024.03 | 83.8 | 51.6 | 50.5 | 50.9 | 86.8 | 167.5 | 197.2 | 8.5 | |
| SMT-SDate=ICCV'2023, Param=21, FLOPs=4.72024.03 | 83.7 | 46.9 | 48.2 | 55.8 | 96 | 176.5 | 335.3 | 5.3 | |
| RDNet-SDate=Ours, Param=50, FLOPs=8.72024.03 | 83.7 | 11.9 | 21.5 | 39.8 | 74 | 144.2 | 289 | 5.4 | |
| NAT-SDate=CVPR 2023, Param=51, FLOPs=7.82024.03 | 83.7 | 28.1 | 28.2 | 43.4 | 82.7 | 159.9 | 310.4 | 5.2 | |
| MogaNet-SDate=ICLR'2024, Param=25, FLOPs=5.02024.03 | 83.4 | 20 | 22.4 | 40.9 | 77.2 | 147.4 | 288.1 | 6.4 | |
| NAT-TDate=CVPR 2023, Param=28, FLOPs=4.32024.03 | 83.2 | 26.5 | 28 | 33.2 | 53 | 102.2 | 335.3 | 3.8 | |
| RDNet-TDate=Ours, Param=24, FLOPs=5.02024.03 | 82.8 | 7.4 | 13.4 | 24.6 | 45.7 | 88.9 | 175.2 | 4.1 | |
| HorNet-T7x7Date=NeurIPS'2022, Param=22, FLOPs=4.02024.03 | 82.8 | 21.2 | 23.2 | 27 | 50.7 | 96.1 | 183.7 | 4.1 | |
| VAN-B2Date=CVMJ'2023, Param=27, FLOPs=5.02024.03 | 82.8 | 24.2 | 28 | 39 | 75.4 | 144.4 | 274.8 | 5.2 |