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



