Research map / Adversarial robustness and security / Certified and empirical robustness
Self-Routing Capsule Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace EM routing with self-routing in the capsule layers | CapsNet on ResNet-20 · CIFAR-10 | error rate (%): 12.52 -> 7.86 (EM-2 vs SR-2) | Helped |
| replace dynamic routing with self-routing | CapsNet on ResNet-20 · CIFAR-10 | error rate (%): 7.86 -> 7.86 (DR-2 vs SR-2) | No clear effect |
| replace dynamic routing with self-routing | CapsNet on ResNet-20 (2 layers) · CIFAR-10 | FLOPs (M): 232.1 -> 140.3 | Helped |
| replace dynamic routing with self-routing | CapsNet on 7-layer CNN · SmallNORB novel azimuth | error rate (%): 20.33 -> 19.86 | Helped |
| replace dynamic routing with self-routing | CapsNet on 7-layer CNN · SmallNORB novel elevation | error rate (%): 16.37 -> 15.91 | Helped |
| replace dynamic routing with self-routing | CapsNet on 7-layer CNN · SmallNORB familiar azimuth | error rate (%): 6.86 -> 7.62 | Hurt |
| add self-routing capsule layer instead of AvgPool+FC head | ResNet-20 · CIFAR-10 | error rate (%): 7.94 -> 8.17 (SR-1), 7.94 -> 7.86 (SR-2) | Mixed |
| stack a second self-routing capsule layer (depth 1 to 2) (ablation) | SR-CapsNet on ResNet-20 · CIFAR-10 | error rate (%): 8.17 -> 7.86 | Helped |
| stack a second self-routing capsule layer (depth 1 to 2) (ablation) | SR-CapsNet on ResNet-20 · SVHN | error rate (%): 3.34 -> 3.12 | Helped |
| stack a second EM routing layer (depth 1 to 2) | EM CapsNet on ResNet-20 · CIFAR-10 | error rate (%): 10.25 -> 12.52 | Hurt |
| increase number of capsules per layer (ablation) | SR-CapsNet · FGSM attack success rate, CIFAR-10 and SVHN | attack success rate | Helped |
| increase number of capsules per layer | dynamic and EM routing CapsNets · FGSM attack success rate | attack success rate | Hurt |
Closest papers by meaning
- Ladder Capsule Network (ICML 2019 · similarity 0.90)
- Dynamic Routing Between Capsules (NeurIPS 2017 · similarity 0.90)
- STAR-Caps: Capsule Networks with Straight-Through Attentive Routing (NeurIPS 2019 · similarity 0.89)
- Capsules with Inverted Dot-Product Attention Routing (ICLR 2020 · similarity 0.89)
- Introducing Routing Uncertainty in Capsule Networks (NeurIPS 2020 · similarity 0.89)
- OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning (CVPR 2024 · similarity 0.87)
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