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2020-02-04 23:07:06 Iteration 3500 Training Loss: 8.167e-02 Loss in Target Net: 1.928e-02 |
2020-02-04 23:08:36 Iteration 3550 Training Loss: 8.085e-02 Loss in Target Net: 1.811e-02 |
2020-02-04 23:10:06 Iteration 3600 Training Loss: 8.085e-02 Loss in Target Net: 9.924e-03 |
2020-02-04 23:11:36 Iteration 3650 Training Loss: 7.693e-02 Loss in Target Net: 1.214e-02 |
2020-02-04 23:13:02 Iteration 3700 Training Loss: 7.646e-02 Loss in Target Net: 1.042e-02 |
2020-02-04 23:14:24 Iteration 3750 Training Loss: 7.626e-02 Loss in Target Net: 8.635e-03 |
2020-02-04 23:15:49 Iteration 3800 Training Loss: 7.324e-02 Loss in Target Net: 9.954e-03 |
2020-02-04 23:17:11 Iteration 3850 Training Loss: 7.895e-02 Loss in Target Net: 1.239e-02 |
2020-02-04 23:18:31 Iteration 3900 Training Loss: 7.996e-02 Loss in Target Net: 1.037e-02 |
2020-02-04 23:19:49 Iteration 3950 Training Loss: 7.752e-02 Loss in Target Net: 1.104e-02 |
2020-02-04 23:21:04 Iteration 3999 Training Loss: 8.448e-02 Loss in Target Net: 9.955e-03 |
Evaluating against victims networks |
DPN92 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:21:23, Epoch 0, Iteration 7, loss 1.976 (3.605), acc 82.692 (73.200) |
2020-02-04 23:21:24, Epoch 30, Iteration 7, loss 0.218 (0.241), acc 98.077 (97.000) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-12.050707, -26.024988, -39.470688, 1.7436467, -30.963991, -2.6466134, 34.266888, -62.5449, 38.02613, -110.20643], Poisons' Predictions:[6, 8, 8, 6, 6] |
2020-02-04 23:21:55 Epoch 59, Val iteration 0, acc 91.800 (91.800) |
2020-02-04 23:22:42 Epoch 59, Val iteration 19, acc 93.000 (92.470) |
* Prec: 92.47000083923339 |
-------- |
SENet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:22:47, Epoch 0, Iteration 7, loss 0.154 (0.909), acc 98.077 (86.400) |
2020-02-04 23:22:47, Epoch 30, Iteration 7, loss 0.167 (0.177), acc 98.077 (96.800) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-21.426605, -42.43701, -16.746174, -1.3570235, 6.2775793, -4.7215567, 15.948601, -34.283504, 11.073225, -24.158205], Poisons' Predictions:[8, 6, 8, 8, 6] |
2020-02-04 23:22:51 Epoch 59, Val iteration 0, acc 90.600 (90.600) |
2020-02-04 23:22:59 Epoch 59, Val iteration 19, acc 93.000 (90.710) |
* Prec: 90.71000137329102 |
-------- |
ResNet50 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:23:06, Epoch 0, Iteration 7, loss 0.104 (0.536), acc 98.077 (91.200) |
2020-02-04 23:23:06, Epoch 30, Iteration 7, loss 0.000 (0.180), acc 100.000 (99.000) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-59.393433, -43.08312, -37.78876, -40.03951, -64.74374, -46.94806, 21.17261, -45.8376, 21.494818, -39.43428], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:23:14 Epoch 59, Val iteration 0, acc 92.000 (92.000) |
2020-02-04 23:23:34 Epoch 59, Val iteration 19, acc 93.600 (93.260) |
* Prec: 93.26000137329102 |
-------- |
ResNeXt29_2x64d |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:23:40, Epoch 0, Iteration 7, loss 1.307 (2.553), acc 86.538 (64.800) |
2020-02-04 23:23:40, Epoch 30, Iteration 7, loss 0.011 (0.017), acc 100.000 (99.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-28.863817, -4.990854, -2.6893616, 5.8223696, -60.91463, -24.651865, 24.761663, -26.692068, 17.300316, -19.771894], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:23:47 Epoch 59, Val iteration 0, acc 93.400 (93.400) |
2020-02-04 23:24:08 Epoch 59, Val iteration 19, acc 92.200 (92.350) |
* Prec: 92.35000190734863 |
-------- |
GoogLeNet |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:24:17, Epoch 0, Iteration 7, loss 0.616 (0.564), acc 84.615 (88.600) |
2020-02-04 23:24:17, Epoch 30, Iteration 7, loss 0.009 (0.039), acc 100.000 (98.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-21.395025, -10.052323, -0.9458115, 1.3099124, -11.002546, -1.3148783, 5.162937, -11.095926, 1.7728992, -14.156438], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:24:32 Epoch 59, Val iteration 0, acc 90.800 (90.800) |
2020-02-04 23:25:07 Epoch 59, Val iteration 19, acc 90.800 (91.860) |
* Prec: 91.86000175476075 |
-------- |
MobileNetV2 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:25:12, Epoch 0, Iteration 7, loss 2.226 (3.759), acc 75.000 (64.000) |
2020-02-04 23:25:12, Epoch 30, Iteration 7, loss 0.125 (0.371), acc 96.154 (92.200) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-9.535258, -2.196695, -1.7028325, 6.8863864, -37.236618, -0.20956212, 13.791546, -23.20595, 23.92927, -28.610353], Poisons' Predictions:[6, 8, 8, 8, 8] |
2020-02-04 23:25:15 Epoch 59, Val iteration 0, acc 87.800 (87.800) |
2020-02-04 23:25:23 Epoch 59, Val iteration 19, acc 87.600 (85.940) |
* Prec: 85.9400016784668 |
-------- |
ResNet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:25:26, Epoch 0, Iteration 7, loss 0.565 (0.755), acc 96.154 (85.800) |
2020-02-04 23:25:27, Epoch 30, Iteration 7, loss 0.004 (0.011), acc 100.000 (99.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-38.71634, -15.283235, -16.58364, 1.7385601, -35.273853, -6.9716268, 8.811148, -23.672197, 8.356466, -28.210556], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:25:28 Epoch 59, Val iteration 0, acc 93.600 (93.600) |
2020-02-04 23:25:34 Epoch 59, Val iteration 19, acc 93.400 (92.760) |
* Prec: 92.76000137329102 |
-------- |
DenseNet121 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:25:42, Epoch 0, Iteration 7, loss 0.227 (0.359), acc 96.154 (92.600) |
2020-02-04 23:25:43, Epoch 30, Iteration 7, loss 0.039 (0.031), acc 98.077 (98.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-8.767123, -22.23354, -14.18619, -1.8978077, -14.386248, -6.2945914, 5.951047, -41.537476, 3.1587737, -17.605139], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:25:54 Epoch 59, Val iteration 0, acc 93.600 (93.600) |
2020-02-04 23:26:17 Epoch 59, Val iteration 19, acc 93.000 (92.890) |
* Prec: 92.8900016784668 |
-------- |
------SUMMARY------ |
TIME ELAPSED (mins): 119 |
TARGET INDEX: 41 |
DPN92 1 |
SENet18 0 |
ResNet50 1 |
ResNeXt29_2x64d 0 |
GoogLeNet 0 |
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