ImageNet Experiments
Description
ImageNet Experiments for paper.
Executive Summary
| Experiment | total_power | exp_len_hours | cpu_hours | gpu_hours | estimated_carbon_impact_kg | |
|---|---|---|---|---|---|---|
| 18 | densenet161 | 0.060 +/- 0.00 | 0.405 +/- 0.01 | 0.426 +/- 0.01 | 0.246 +/- 0.00 | 0.020 +/- 0.00 |
| 20 | densenet201 | 0.052 +/- 0.00 | 0.490 +/- 0.00 | 0.515 +/- 0.01 | 0.183 +/- 0.00 | 0.018 +/- 0.00 |
| 19 | densenet169 | 0.042 +/- 0.00 | 0.423 +/- 0.01 | 0.442 +/- 0.01 | 0.150 +/- 0.00 | 0.014 +/- 0.00 |
| 14 | Wide ResNet 101 | 0.041 +/- 0.00 | 0.214 +/- 0.00 | 0.225 +/- 0.00 | 0.171 +/- 0.00 | 0.014 +/- 0.00 |
| 4 | hardnet85 | 0.029 +/- 0.00 | 0.211 +/- 0.00 | 0.221 +/- 0.00 | 0.104 +/- 0.00 | 0.010 +/- 0.00 |
| 17 | densenet121 | 0.029 +/- 0.00 | 0.294 +/- 0.00 | 0.310 +/- 0.01 | 0.093 +/- 0.00 | 0.010 +/- 0.00 |
| 3 | hardnet68ds | 0.023 +/- 0.00 | 0.245 +/- 0.00 | 0.259 +/- 0.00 | 0.037 +/- 0.00 | 0.008 +/- 0.00 |
| 13 | Wide ResNet 50 | 0.022 +/- 0.00 | 0.113 +/- 0.00 | 0.119 +/- 0.00 | 0.090 +/- 0.00 | 0.007 +/- 0.00 |
| 2 | hardnet68 | 0.020 +/- 0.00 | 0.169 +/- 0.00 | 0.177 +/- 0.00 | 0.063 +/- 0.00 | 0.007 +/- 0.00 |
| 9 | VGG19 | 0.019 +/- 0.00 | 0.060 +/- 0.00 | 0.065 +/- 0.00 | 0.059 +/- 0.00 | 0.007 +/- 0.00 |
| 10 | VGG16 | 0.016 +/- 0.00 | 0.051 +/- 0.00 | 0.055 +/- 0.00 | 0.050 +/- 0.00 | 0.005 +/- 0.00 |
| 16 | GoogLeNet | 0.013 +/- 0.00 | 0.133 +/- 0.00 | 0.140 +/- 0.00 | 0.040 +/- 0.00 | 0.004 +/- 0.00 |
| 1 | hardnet39ds | 0.013 +/- 0.00 | 0.139 +/- 0.00 | 0.145 +/- 0.00 | 0.022 +/- 0.00 | 0.005 +/- 0.00 |
| 11 | VGG13 | 0.013 +/- 0.00 | 0.042 +/- 0.00 | 0.045 +/- 0.00 | 0.041 +/- 0.00 | 0.004 +/- 0.00 |
| 6 | shufflenet_v2 | 0.011 +/- 0.00 | 0.119 +/- 0.00 | 0.126 +/- 0.00 | 0.016 +/- 0.00 | 0.004 +/- 0.00 |
| 12 | VGG11 | 0.010 +/- 0.00 | 0.035 +/- 0.00 | 0.037 +/- 0.00 | 0.034 +/- 0.00 | 0.003 +/- 0.00 |
| 5 | mobilenet_v2 | 0.009 +/- 0.00 | 0.093 +/- 0.00 | 0.098 +/- 0.00 | 0.020 +/- 0.00 | 0.003 +/- 0.00 |
| 8 | SqueezNet1_1 | 0.005 +/- 0.00 | 0.046 +/- 0.00 | 0.049 +/- 0.00 | 0.011 +/- 0.00 | 0.002 +/- 0.00 |
| 7 | SqueezNet1_0 | 0.005 +/- 0.00 | 0.046 +/- 0.00 | 0.048 +/- 0.00 | 0.013 +/- 0.00 | 0.002 +/- 0.00 |
| 15 | AlexNet | 0.003 +/- 0.00 | 0.014 +/- 0.00 | 0.016 +/- 0.00 | 0.014 +/- 0.00 | 0.001 +/- 0.00 |