Image Classification on ImageNet 1K (val) (Acc and Real Acc)
84.3AccuracyConvNextV2-B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ConvNextV2-BParams (M)=88.7, FLOPs (B)=15.4, Depth=113, Latency (ms)=15.412023.05 | 84.3 | — | |
| Swin-SParams (M)=49.6, FLOPs (B)=8.7, Depth=96, Latency (ms)=20.252023.05 | 83.21 | 87.6 | |
| VanillaNet-13-1.5x†Params (M)=127.8, FLOPs (B)=48.9, Depth=13, Latency (ms)=9.722023.05 | 83.11 | 87.85 | |
| ViTAEV2-SParams (M)=19.2, FLOPs (B)=5.7, Depth=130, Latency (ms)=24.532023.05 | 82.6 | 87.6 | |
| VanillaNet-13-1.5xParams (M)=127.8, FLOPs (B)=26.5, Depth=13, Latency (ms)=7.832023.05 | 82.53 | 87.48 | |
| ConvNextV2-TParams (M)=28.6, FLOPs (B)=4.47, Depth=59, Latency (ms)=8.42023.05 | 82.5 | — | |
| VanillaNet-13Params (M)=58.6, FLOPs (B)=11.9, Depth=13, Latency (ms)=4.262023.05 | 82.05 | 87.15 | |
| ViTAE-SParams (M)=23.6, FLOPs (B)=5.6, Depth=116, Latency (ms)=22.132023.05 | 82 | 87 | |
| VanillaNet-12Params (M)=54.3, FLOPs (B)=11.1, Depth=12, Latency (ms)=3.822023.05 | 81.55 | 86.81 | |
| ConvNextV2-NParams (M)=15.6, FLOPs (B)=2.45, Depth=47, Latency (ms)=6.852023.05 | 81.2 | — | |
| Swin-TParams (M)=28.3, FLOPs (B)=4.5, Depth=48, Latency (ms)=10.512023.05 | 81.18 | 86.64 | |
| VanillaNet-11Params (M)=50, FLOPs (B)=10.3, Depth=11, Latency (ms)=3.592023.05 | 81.08 | 86.54 | |
| VanillaNet-10Params (M)=45.7, FLOPs (B)=9.4, Depth=10, Latency (ms)=3.242023.05 | 80.57 | 86.25 | |
| RepVGG-B3Params (M)=110.9, FLOPs (B)=26.2, Depth=29, Latency (ms)=4.212023.05 | 80.5 | 86.44 | |
| VanillaNet-9Params (M)=41.4, FLOPs (B)=8.6, Depth=9, Latency (ms)=2.912023.05 | 79.87 | 85.66 | |
| ResNet-50-TNRParams (M)=25.6, FLOPs (B)=4.1, Depth=50, Latency (ms)=7.642023.05 | 79.8 | 85.7 | |
| ConvNextV2-PParams (M)=9.1, FLOPs (B)=1.37, Depth=41, Latency (ms)=6.292023.05 | 79.7 | 85.6 | |
| VanillaNet-8Params (M)=37.1, FLOPs (B)=7.7, Depth=8, Latency (ms)=2.562023.05 | 79.13 | 85.14 | |
| ConvNextV2-FParams (M)=5.2, FLOPs (B)=0.78, Depth=41, Latency (ms)=6.172023.05 | 78 | 84.08 | |
| VanillaNet-7Params (M)=32.8, FLOPs (B)=6.9, Depth=7, Latency (ms)=2.272023.05 | 77.98 | 84.16 | |
| VanillaNet-6Params (M)=32.5, FLOPs (B)=6, Depth=6, Latency (ms)=2.012023.05 | 76.36 | 82.86 | |
| ShuffleNetV2x2Params (M)=7.4, FLOPs (B)=0.58, Depth=51, Latency (ms)=7.842023.05 | 76.23 | 82.72 | |
| ConvNextV2-AParams (M)=3.7, FLOPs (B)=0.55, Depth=41, Latency (ms)=6.072023.05 | 76.2 | 82.79 | |
| ResNet-34-TNRParams (M)=21.8, FLOPs (B)=3.7, Depth=34, Latency (ms)=5.572023.05 | 75.5 | 83.4 | |
| ViTAE-TParams (M)=4.8, FLOPs (B)=1.5, Depth=67, Latency (ms)=13.372023.05 | 75.3 | 82.9 | |
| RepVGG-B0Params (M)=14.3, FLOPs (B)=3.1, Depth=29, Latency (ms)=3.882023.05 | 75.14 | 81.74 | |
| RepVGG-A1Params (M)=12.8, FLOPs (B)=2.37, Depth=23, Latency (ms)=3.242023.05 | 74.46 | 81.02 | |
| MobileNetV3-LargeParams (M)=5.5, FLOPs (B)=0.22, Depth=48, Latency (ms)=7.832023.05 | 74.04 | 80.01 | |
| ShuffleNetV2x1.5Params (M)=3.5, FLOPs (B)=0.3, Depth=51, Latency (ms)=7.232023.05 | 73 | 80.19 | |
| VanillaNet-5Params (M)=15.5, FLOPs (B)=5.2, Depth=5, Latency (ms)=1.612023.05 | 72.49 | 79.66 | |
| RepVGG-A0Params (M)=8.1, FLOPs (B)=1.36, Depth=23, Latency (ms)=3.222023.05 | 72.41 | 79.33 | |
| ResNet-18-TNRParams (M)=11.7, FLOPs (B)=1.8, Depth=18, Latency (ms)=3.122023.05 | 70.6 | 79.4 | |
| MobileNetV3-SmallParams (M)=2.5, FLOPs (B)=0.06, Depth=48, Latency (ms)=6.652023.05 | 67.67 | 74.33 |