Image Classification on ImageNet-1k 1.0 (val) (Accuracy, Latency, Throughput, Memory)
81.6Top-1 AccuracyEfficientNet-B3
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EfficientNet-B3Params (M)=12, FLOPs (G)=1.8, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81.6 | 124.2 | 634 | 18.7 | |
| CloFormer-SParams (M)=12.3, FLOPs (G)=2, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81.6 | 93.1 | 1,186 | 6.3 | |
| RegNetY-4GFParams (M)=21, FLOPs (G)=4, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81.5 | 122.5 | 776 | 6.8 | |
| Swin-TParams (M)=28.3, FLOPs (G)=4.5, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81.3 | 184.3 | 664 | 7.7 | |
| VAN-B1Params (M)=13.9, FLOPs (G)=2.5, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81.1 | 155.2 | 995 | 7.6 | |
| EdgeViT-SParams (M)=11.1, FLOPs (G)=1.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81 | 96.8 | 1,049 | 5.1 | |
| tiny-MOAT-2Params (M)=9.8, FLOPs (G)=2.3, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 81 | 122.1 | 1,047 | 11 | |
| MPViT-XSParams (M)=10.5, FLOPs (G)=2.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 80.9 | 153.6 | 597 | 10.5 | |
| PiT-SParams (M)=23.5, FLOPs (G)=2.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 80.9 | 93.6 | 1,042 | 5.7 | |
| QuadTree-B-b1Params (M)=13.6, FLOPs (G)=2.3, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 80 | — | 543 | 7.9 | |
| DeiT-SParams (M)=22.1, FLOPs (G)=4.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.9 | 113.6 | 899 | 5.5 | |
| CloFormer-XSParams (M)=7.2, FLOPs (G)=1.1, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.8 | 62.4 | 1,676 | 4.7 | |
| PVT-SParams (M)=24.5, FLOPs (G)=3.8, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.8 | 136.3 | 677 | 8.1 | |
| EfficientNet-B1Params (M)=7.8, FLOPs (G)=0.7, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.4 | 60.3 | 1,395 | 8.6 | |
| XCiT-T24Params (M)=12.1, FLOPs (G)=2.3, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.4 | 119.1 | 1,194 | 7 | |
| MobileFormer-508mParams (M)=14, FLOPs (G)=0.5, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 79.3 | 64.2 | 1,654 | 6.4 | |
| PerViT-TParams (M)=7.6, FLOPs (G)=1.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.8 | 153.4 | 1,402 | 4.1 | |
| PVTv2-B1Params (M)=13.1, FLOPs (G)=2.1, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.7 | 103.6 | 1,007 | 6.3 | |
| ParC-Net-SParams (M)=5, FLOPs (G)=1.7, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.6 | 145.3 | 1,321 | 9.1 | |
| MobileViT-SParams (M)=5.6, FLOPs (G)=2, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.4 | 185.4 | 898 | 12.1 | |
| tiny-MOAT-1Params (M)=5.1, FLOPs (G)=1.2, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.3 | 80.7 | 1,529 | 8 | |
| MPViT-TParams (M)=5.8, FLOPs (G)=1.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.2 | 111.3 | 737 | 8.1 | |
| PiT-XSParams (M)=10.6, FLOPs (G)=1.4, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78.1 | 51.4 | 1,682 | 3.7 | |
| RegNetY-1.6GFParams (M)=11.2, FLOPs (G)=1.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 78 | 111.3 | 1,241 | 4.7 | |
| CoaT-Lite-TParams (M)=5.7, FLOPs (G)=1.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 77.5 | 84.5 | 1,045 | 5.6 | |
| EdgeViT-XSParams (M)=6.7, FLOPs (G)=1.1, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 77.5 | 62.6 | 1,528 | 3.4 | |
| Rest-liteParams (M)=10.5, FLOPs (G)=1.4, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 77.2 | 71.3 | 1,123 | 4.1 | |
| XCiT-T12Params (M)=6.7, FLOPs (G)=1.2, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 77.1 | 62.5 | 1,672 | 4 | |
| CloFormer-XXSParams (M)=4.2, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 77 | 44.1 | 2,425 | 3.4 | |
| MobileFormer-214MParams (M)=9.4, FLOPs (G)=0.2, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 76.7 | 43.2 | 1,744 | 3.7 | |
| T2T-ViT-12Params (M)=6.9, FLOPs (G)=1.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 76.5 | 59.8 | 1,307 | 4.3 | |
| RegNetY-800MFParams (M)=6.3, FLOPs (G)=0.8, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 76.3 | 65.8 | 2,720 | 2.5 | |
| ViL-TinyParams (M)=6.7, FLOPs (G)=1.4, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 76.3 | 71.2 | 857 | 4.7 | |
| tiny-MOAT-0Params (M)=3.4, FLOPs (G)=0.8, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 75.5 | 61.1 | 2,034 | 6.5 | |
| VAN-B0Params (M)=4.1, FLOPs (G)=0.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 75.4 | 90.1 | 1,662 | 5.3 | |
| ShuffleNetV2 x2Params (M)=5.5, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 75.4 | 36.2 | 3,855 | 2.2 | |
| PVT-TParams (M)=13.2, FLOPs (G)=1.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 75.1 | 77.6 | 1,214 | 4.8 | |
| MobileViT-XSParams (M)=2.3, FLOPs (G)=1.1, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 74.8 | 141.5 | 1,367 | 10 | |
| LVTParams (M)=5.5, FLOPs (G)=0.9, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 74.8 | 63.1 | 1,265 | 3.7 | |
| MobileNetV2 x1.4Params (M)=6.1, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 74.7 | 34.5 | 2,442 | 5.8 | |
| EdgeViT-XXSParams (M)=4.1, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 74.4 | 42.1 | 1,926 | 2.6 | |
| TNT-TinyParams (M)=6.1, FLOPs (G)=1.4, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 73.9 | 78.2 | 545 | 5.4 | |
| PiT-TiParams (M)=4.9, FLOPs (G)=0.7, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 73 | 31.6 | 2,262 | 3.1 | |
| DeiT-TiParams (M)=5.7, FLOPs (G)=1.3, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 72.2 | 40 | 2,256 | 2.7 | |
| QuadTree-B-b0Params (M)=3.5, FLOPs (G)=0.7, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 72 | — | 885 | 4.4 | |
| T2T-ViT-7Params (M)=4.3, FLOPs (G)=1.1, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 71.7 | 42.8 | 1,762 | 3.2 | |
| MobileNetV1Params (M)=4.2, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 70.6 | 29.8 | 3,301 | 3.8 | |
| PVTv2-B0Params (M)=3.4, FLOPs (G)=0.6, CPU Batch size=1, CPU Hardware=Intel Core i9, GPU Batch size=64, GPU Hardware=V100 32G2023.03 | 70.5 | 44.5 | 1,682 | 3.4 |