Image Classification on ImageNet-100 original (test)
88.1Top-1 AccuracyOurSQLP-180
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OurSQLP-180Devices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 88.1 | -2.78 | 97.12 | -0.74 | -35.3 | |
| OurSLP-180Devices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 87.46 | -2.14 | 97.02 | -0.64 | -24.28 | |
| OurLP-180Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 87.1 | -1.86 | 96.74 | -0.58 | 53.16 | |
| OurQ-180Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 87.04 | -2.44 | 96.8 | -0.62 | 39.27 | |
| OurQ-180Devices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 86.92 | -1.6 | 96.88 | -0.5 | 16.11 | |
| Our-180Devices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 86.86 | -1.54 | 96.94 | -0.56 | 17.1 | |
| Our-180Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 86.82 | -2.22 | 96.36 | -0.18 | 40.89 | |
| OurQ-180Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 86.64 | -1.4 | 96.66 | -0.5 | 55.98 | |
| OurSQLP-90Devices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 86.1 | -0.78 | 96.48 | -0.1 | -33.76 | |
| Our-180Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 85.78 | -0.54 | 96.68 | -0.52 | 60.9 | |
| OurLP-90Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 85.74 | -0.5 | 96.66 | -0.5 | 52.14 | |
| OurSLP-90Devices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 85.64 | -0.32 | 96.48 | -0.1 | -23.76 | |
| HACScaleDevices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 85.62 | -0.3 | 96.43 | -0.05 | — | |
| Eff-compdDevices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 85.52 | -0.2 | 96.45 | -0.07 | — | |
| UnifiedDevices=NVIDIA Jetson TX2, Model=GoogLeNet, Latency (ms)=20.272026.07 | 85.44 | -0.12 | 96.42 | -0.04 | -37.51 | |
| OurQ-90Devices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 85.28 | 0.04 | 96.44 | -0.06 | 15.86 | |
| PGMPFDevices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 85.2 | 0.12 | 96.22 | 0.16 | 17 | |
| Our-90Devices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 85.18 | 0.14 | 96.66 | -0.28 | 17.08 | |
| NSDevices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 85.06 | 0.26 | 95.9 | 0.48 | 17 | |
| FPGMDevices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 84.96 | 0.36 | 95.92 | 0.46 | 16 | |
| OTO-180Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 84.7 | -0.1 | 96.26 | -0.08 | 37 | |
| OTO-90Devices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 84.36 | 0.96 | 95.82 | 0.56 | 18 | |
| SFPDevices=NVIDIA Jetson Nano, Model=GoogLeNet, Latency (ms)=40.322026.07 | 84.24 | 1.08 | 95.8 | 0.58 | 16 | |
| OurQ-90Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 84.18 | 0.42 | 96 | 0.18 | 38.99 | |
| PGMPFDevices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 84.04 | 0.56 | 95.28 | 0.9 | 40 | |
| FPGMDevices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 83.92 | 0.68 | 95.96 | 0.22 | 42 | |
| Our-90Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 83.8 | 0.8 | 95.58 | 0.6 | 41.02 | |
| OurLP-90Devices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 83.74 | 0.86 | 95.18 | 1 | 37.44 | |
| SFPDevices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 83.6 | 1 | 95.12 | 1.06 | 42 | |
| OurQ-90Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 83.44 | 1.8 | 95.4 | 0.76 | 56.78 | |
| Our-90Devices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 83.18 | 2.06 | 95.38 | 0.78 | 60.69 | |
| PGMPFDevices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 82.9 | 2.33 | 94.98 | 1.18 | 55 | |
| FPGMDevices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 82.17 | 3.07 | 95.2 | 0.96 | 57 | |
| SFPDevices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 81.22 | 4.02 | 94.94 | 1.22 | 57 | |
| NSDevices=NVIDIA Jetson TX2, Model=VGG-19, Latency (ms)=119.982026.07 | 80.14 | 5.1 | 94.22 | 1.94 | 56 | |
| NSDevices=NVIDIA Jetson TX2, Model=ResNet-50, Latency (ms)=49.062026.07 | 80.08 | 4.52 | 94.04 | 2.14 | 45 |