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Best found solutions

We also provide the chromosomes of the best found solutions. You can use them in the evaluation script to compare with our paper.

MNIST

Pareto front

Chromosome Accuracy Energy Latency Memory
NASCaps-MNIST-fbd 99.42 248.50 mJ 4.55 ms 20,770 KiB
NASCaps-MNIST-b37 99.34 239.91 mJ 5.90 ms 16,846 KiB
NASCaps-MNIST-1bf 99.33 32.39 mJ 3.03 ms 9,471 KiB
NASCaps-MNIST-f5f 99.31 41.28 mJ 4.10 ms 7,502 KiB
NASCaps-MNIST-04a 99.21 24.77 mJ 2.22 ms 7,884 KiB
DeepCaps 99.20 36.30 mJ 4.29 ms 9,051 KiB
NASCaps-MNIST-a30 98.93 20.37 mJ 1.91 ms 7,018 KiB
NASCaps-MNIST-334 98.90 18.72 mJ 1.60 ms 6,625 KiB
NASCaps-MNIST-903 98.66 9.95 mJ 0.96 ms 4,613 KiB
CapsNet 98.60 88.80 mJ 1.82 ms 8,572 KiB
NASCaps-MNIST-5da 98.57 3.11 mJ 1.09 ms 3,061 KiB
NASCaps-MNIST-cf9 98.49 1.41 mJ 0.60 ms 988 KiB
NASCaps-MNIST-a67 98.48 1.08 mJ 0.51 ms 1,121 KiB
NASCaps-MNIST-0f6 98.30 0.52 mJ 1.69 ms 8,554 KiB
NASCaps-MNIST-618 98.26 0.08 mJ 0.30 ms 1,073 KiB
NASCaps-MNIST-453 98.08 1.33 mJ 0.57 ms 645 KiB
NASCaps-MNIST-6fb 97.69 0.32 mJ 0.12 ms 206 KiB
NASCaps-MNIST-b37 97.00 0.01 mJ 0.04 ms 99 KiB
NASCaps-MNIST-a94 96.99 0.01 mJ 0.03 ms 100 KiB
NASCaps-MNIST-f1a 96.84 0.00 mJ 0.03 ms 99 KiB
NASCaps-MNIST-66b 94.55 0.25 mJ 0.08 ms 82 KiB
NASCaps-MNIST-f8c 93.09 0.02 mJ 0.13 ms 71 KiB

FMNIST

Pareto front

Chromosome Accuracy Energy Latency Memory
DeepCaps 90.11 36.30 mJ 4.29 ms 9,052 KiB
NASCaps-FMNIST-aed 88.94 5.60 mJ 1.92 ms 8,776 KiB
NASCaps-FMNIST-44f 87.85 5.53 mJ 2.17 ms 8,740 KiB
NASCaps-FMNIST-d9c 87.84 18.71 mJ 1.61 ms 6,706 KiB
NASCaps-FMNIST-796 87.79 6.58 mJ 2.61 ms 8,719 KiB
NASCaps-FMNIST-10a 87.75 4.20 mJ 0.88 ms 3,345 KiB
NASCaps-FMNIST-926 87.49 1.24 mJ 1.56 ms 7,873 KiB
NASCaps-FMNIST-d05 87.30 2.02 mJ 2.02 ms 4,591 KiB
NASCaps-FMNIST-d4d 87.26 3.29 mJ 1.20 ms 1,389 KiB
NASCaps-FMNIST-320 87.19 0.41 mJ 0.47 ms 1,148 KiB
CapsNet 86.17 88.80 mJ 1.82 ms 8,573 KiB
NASCaps-FMNIST-d96 81.87 0.13 mJ 0.30 ms 209 KiB

SVHN

Pareto front

Chromosome Accuracy Energy Latency Memory
[DeepCaps 96.10 36.30 mJ 4.29 ms 9,051 KiB
NASCaps-SVHN-9df 94.93 26.44 mJ 2.69 ms 7,439 KiB
NASCaps-SVHN-ff4 94.37 19.72 mJ 1.81 ms 7,010 KiB
NASCaps-SVHN-e95 94.25 18.96 mJ 1.59 ms 6,470 KiB
NASCaps-SVHN-022 90.69 20.97 mJ 1.31 ms 4,727 KiB
NASCaps-SVHN-3ca 90.52 25.20 mJ 1.73 ms 3,375 KiB
NASCaps-SVHN-2a6 90.49 1.07 mJ 3.02 ms 14,465 KiB
NASCaps-SVHN-33c 90.43 16.73 mJ 0.88 ms 2,860 KiB
NASCaps-SVHN-ba3 90.37 8.53 mJ 1.62 ms 2,965 KiB
NASCaps-SVHN-7b2 90.14 8.08 mJ 1.45 ms 2,787 KiB
NASCaps-SVHN-0e1 90.08 16.65 mJ 0.83 ms 2,784 KiB
NASCaps-SVHN-b34 89.32 2.56 mJ 0.60 ms 1,086 KiB
CapsNet 88.30 88.80 mJ 1.82 ms 8,572 KiB
NASCaps-SVHN-431 88.30 0.24 mJ 0.21 ms 441 KiB
NASCaps-SVHN-812 86.89 0.24 mJ 0.21 ms 435 KiB
NASCaps-SVHN-53b 86.74 0.12 mJ 0.47 ms 2,033 KiB
NASCaps-SVHN-257 85.74 0.09 mJ 0.45 ms 1,483 KiB
NASCaps-SVHN-a20 83.87 0.13 mJ 0.18 ms 379 KiB
NASCaps-SVHN-213 83.14 0.05 mJ 0.41 ms 1,482 KiB
NASCaps-SVHN-aaa 83.04 0.78 mJ 0.21 ms 368 KiB
NASCaps-SVHN-4f6 75.02 0.13 mJ 0.73 ms 521 KiB

CIFAR-10

Pareto front

Chromosome Accuracy Energy Latency Memory
DeepCaps 87.10 36.30 mJ 4.28 ms 9051 KiB
NASCaps-C10-f1e 85.99 17.38 mJ 1.52 ms 6,319 KiB
NASCaps-C10-a0d 74.11 4.52 mJ 1.11 ms 1,718 KiB
NASCaps-C10-9fd 74.00 5.10 mJ 0.36 ms 712 KiB
NASCaps-C10-658 73.91 5.06 mJ 1.53 ms 5,572 KiB
NASCaps-C10-458 73.82 11.57 mJ 1.12 ms 1,740 KiB
NASCaps-C10-51d 73.03 11.98 mJ 0.80 ms 1,747 KiB
NASCaps-C10-9c9 69.50 1.40 mJ 2.97 ms 1,4578 KiB
NASCaps-C10-6c2 67.15 0.02 mJ 0.10 ms 422 KiB
CapsNet 55.85 88.80 mJ 1.82 ms 8,572 KiB
NASCaps-C10-e03 49.32 0.09 mJ 0.69 ms 360 KiB
NASCaps-C10-f89 49.19 0.03 mJ 0.14 ms 422 KiB
NASCaps-C10-579 48.35 0.09 mJ 0.65 ms 360 KiB
NASCaps-C10-02c 10.02 15.11 mJ 1.32 ms 1,779 KiB
NASCaps-C10-fe9 10.00 0.08 mJ 0.65 ms 360 KiB
NASCaps-C10-eb4 10.00 4.96 mJ 0.80 ms 1,730 KiB