Image Classification on ImageNet-1K (val) (Hardware Latency Profile)
80.1Top-1 AccMCTF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MCTFBackbone=DeiT-S, FLOPs (G)=2.6, Params (M)=22, r=162024.03 | 80.1 | — | — | — | — | |
| DeiT-SBackbone=DeiT-S, FLOPs (G)=4.6, Params (M)=222024.03 | 79.8 | — | — | — | — | |
| ATSBackbone=DeiT-S, FLOPs (G)=2.9, Params (M)=222024.03 | 79.7 | — | — | — | — | |
| BATBackbone=DeiT-S, FLOPs (G)=3.0, Params (M)=222024.03 | 79.6 | — | — | — | — | |
| EVITBackbone=DeiT-S, FLOPs (G)=3.0, Params (M)=222024.03 | 79.5 | — | — | — | — | |
| MobileOne-S4Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 79.4 | 26.6 | 1.86 | 0.95 | 2.17 | |
| EvoViTBackbone=DeiT-S, FLOPs (G)=3.0, Params (M)=222024.03 | 79.4 | — | — | — | — | |
| ToMeBackbone=DeiT-S, FLOPs (G)=2.7, Params (M)=222024.03 | 79.4 | — | — | — | — | |
| Dynamic ViTBackbone=DeiT-S, FLOPs (G)=2.9, Params (M)=232024.03 | 79.3 | — | — | — | — | |
| SPVITBackbone=DeiT-S, FLOPs (G)=2.6, Params (M)=222024.03 | 79.3 | — | — | — | — | |
| IA-RED²Backbone=DeiT-S, FLOPs (G)=3.2, Params (M)=222024.03 | 79.1 | — | — | — | — | |
| RepVGG-B2Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 78.8 | 492.8 | 6.38 | 4.79 | 6.83 | |
| A-ViTBackbone=DeiT-S, FLOPs (G)=3.6, Params (M)=222024.03 | 78.6 | — | — | — | — | |
| RepVGG-B1Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 78.4 | 193.7 | 3.73 | 3.17 | 4.28 | |
| MobileOne-S3Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 78.1 | 16.47 | 1.53 | 0.76 | 1.28 | |
| MobileOne-S2Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 77.4 | 14.87 | 1.18 | 0.72 | 1.07 | |
| EfficientNet-B0Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 77.1 | 28.71 | 1.72 | 1.35 | 2.49 | |
| RepVGG-A2Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 76.5 | 93.43 | 2.41 | 2.41 | 2.28 | |
| MobileOne-S1Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 75.9 | 13.04 | 0.89 | 0.66 | 0.79 | |
| MNASNet-A1Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 75.8 | 24.06 | 1 | 0.95 | 0.88 | |
| MobileNetV3-LPrecision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU), H-swish replacement=ReLU2022.06 | 75.2 | 17.09 | 1.09 | 3.8 | 1.01 | |
| RepVGG-B0Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 75.1 | 55.97 | 1.82 | 1.42 | 1.43 | |
| MobileNetV2-x1.4Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 74.7 | 15.67 | 1.36 | 0.8 | 0.98 | |
| RepVGG-A1Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 74.5 | 47.15 | 1.68 | 1.42 | 1.21 | |
| MCTFBackbone=DeiT-T, FLOPs (G)=0.7, Params (M)=5, r=162024.03 | 72.7 | — | — | — | — | |
| RepVGG-A0Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 72.4 | 43.61 | 1.23 | 1.28 | 1.01 | |
| BATBackbone=DeiT-T, FLOPs (G)=0.8, Params (M)=52024.03 | 72.3 | — | — | — | — | |
| DeiT-TBackbone=DeiT-T, FLOPs (G)=1.2, Params (M)=52024.03 | 72.2 | — | — | — | — | |
| SPVITBackbone=DeiT-T, FLOPs (G)=0.9, Params (M)=52024.03 | 72.1 | — | — | — | — | |
| MobileNetV2-x1.0Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 72 | 13.65 | 0.98 | 0.69 | 0.77 | |
| EvoViTBackbone=DeiT-T, FLOPs (G)=0.8, Params (M)=52024.03 | 72 | — | — | — | — | |
| MobileOne-SOPrecision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 71.4 | 10.55 | 0.79 | 0.56 | 0.59 | |
| ToMeBackbone=DeiT-T, FLOPs (G)=0.7, Params (M)=52024.03 | 71.3 | — | — | — | — | |
| A-ViTBackbone=DeiT-T, FLOPs (G)=0.8, Params (M)=52024.03 | 71 | — | — | — | — | |
| MobileNet V1Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 70.6 | 10.65 | 0.95 | 0.58 | 0.73 | |
| ShuffleNetV2-x1.0Precision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU)2022.06 | 69.4 | 16.6 | 0.68 | 4.58 | — | |
| MobileNetV3-SPrecision=fp16 (except Pixel-6+ TPU), int8 (Pixel-6+ TPU), H-swish replacement=ReLU2022.06 | 67.4 | 10.38 | 0.83 | 3.74 | 0.67 |