Image Classification on ImageNet 1k (val) (Top-1 Accuracy, Robustness, and Runtime Efficiency)
77.42Top-1 AccuracyDenseNet-201
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DenseNet-201Params=18.72M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 77.42 | 6,400 | 18,636 | 648 | 1,461.8 | 447.22 | 505.45 | 24 | 578 | |
| ResNet-101Params=39.63M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 77.37 | 2,848 | 46,548 | 1,186 | 1,107.8 | 540.09 | 596.33 | 14 | 698 | |
| StriaNet-L4Params=14M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 77.24 | 4,768 | 10,716 | 439 | 1,384.8 | 240.14 | 311.16 | 17 | 311 | |
| StriaNet-L3Params=7.65M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 76.33 | 2,240 | 5,060 | 213 | 677.2 | 118.53 | 154.06 | 15 | 155 | |
| DenseNet-169Params=16.06M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 76.2 | 5,888 | 16,156 | 565 | 1,236.8 | 397.07 | 447.19 | 25 | 521 | |
| ResNet-50Params=20.69M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 76.13 | 1,760 | 21,252 | 594 | 722.9 | 268.76 | 305.06 | 13 | 353 | |
| StriaNet-L2Params=5.92M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 76.02 | 1,664 | 3,572 | 159 | 517.9 | 87.68 | 115.19 | 15 | 115 | |
| DenseNet-121Params=9.3M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 74.98 | 5,504 | 10,852 | 478 | 1,034.1 | 302.92 | 345.74 | 33 | 404 | |
| MobileNet(1.4)Params=5.07M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 74.7 | 4,248 | 4,546 | 108 | 655.8 | 122.88 | 157.91 | 24 | 164 | |
| MobileNet(1.3)Params=4.49M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 74.4 | 3,912 | 4,344 | 92 | 604.3 | 113.23 | 145.53 | 25 | 152 | |
| VGG-19Params=20.02M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 74.22 | 11,968 | 4,704 | 2,668 | 858.7 | 857.35 | 905.3 | 43 | 1,155 | |
| VGG-16Params=14.71M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 73.36 | 11,584 | 3,216 | 2,447 | 834.2 | 693.08 | 739.79 | 47 | 945 | |
| ResNet-34Params=21.1M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 73.31 | 3,408 | 7,112 | 581 | 219.4 | 245.61 | 256.75 | 12 | 335 | |
| StriaNet-L1Params=3.44M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 72.79 | 1,024 | 2,312 | 106 | 333.1 | 58.64 | 76.84 | 15 | 80 | |
| MobileNet(1.0)Params=2.98M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 72 | 2,925 | 3,556 | 54 | 448.4 | 86.31 | 110.06 | 29 | 120 | |
| VGG-13Params=9.4M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 71.59 | 9,920 | 2,144 | 1,783 | 728 | 528.81 | 570.17 | 56 | 739 | |
| VGG-11Params=9.22M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 70.37 | 3,776 | 2,144 | 1,193 | 335.9 | 311.43 | 333.05 | 34 | 443 | |
| MobileNet(.75)Params=1.55M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 69.8 | 2,628 | 2,498 | 38 | 402.2 | 64.48 | 85.84 | 42 | 92 | |
| ResNet-18Params=10.99M, LAN bandwidth=3Gbps, WAN bandwidth=400Mbps2026.01 | 69.76 | 1,808 | 3,600 | 286 | 117.3 | 125.53 | 131.53 | 11 | 180 |