From: Attacking convolutional neural network using differential evolution
Variant | Success rate (%) | Confidence (%) | Cost |
---|---|---|---|
All convolutional net | Â | Â | Â |
0.1/0.1/0.1 | 71.86 | 90.30 | 20.44 |
0.5/0.1/0.1 | 72.29 | 88.68 | 24.64 |
Network in network | Â | Â | Â |
0.1/0.1/0.1 | 72.30 | 83.63 | 14.28 |
0.5/0.1/0.1 | 70.63 | 81.17 | 16.30 |
VGG network | Â | Â | Â |
0.1/0.1/0.1 | 56.49 | 67.36 | 22.98 |
0.5/0.1/0.1 | 61.28 | 73.07 | 24.62 |
BVLC network | Â | Â | Â |
0.1/0.1/0.1 | 31.87 | 14.88 | 2.36 |
0.5/0.1/0.1 | 26.69 | 14.79 | 6.19 |