Research map / Architectures and efficiency / CNN design
Group Equivariant Capsule Networks
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine the capsule network with pose-guided convolutions (ablation) | Group equivariant capsule network · MNIST rot. (50k) | accuracy: 92.30% -> 98.42% | Helped |
| combine the capsule network with pose-guided convolutions (ablation) | Group equivariant capsule network · AffNist | accuracy: 81.64% -> 89.10% | Helped |
| combine the capsule network with pose-guided convolutions (ablation) | Group equivariant capsule network · MNIST rot. (10k) | accuracy: 90.19% -> 97.40% | Helped |
| add reconstruction loss (ablation) | Capsule pose extraction · MNIST pose extraction | average pose error [degree]: 28.32 -> 16.21 | Helped |
| use capsule pose routing instead of naive hierarchical pose averaging (ablation) | MNIST pose extraction · MNIST pose extraction | average pose error [degree]: 70.92 -> 28.32 | Helped |
Closest papers by meaning
- Building Deep Equivariant Capsule Networks (ICLR 2020 · similarity 0.95)
- Enabling Equivariance for Arbitrary Lie Groups (CVPR 2022 · similarity 0.89)
- Variational Partial Group Convolutions for Input-Aware Partial Equivariance of Rotations and Color-Shifts (ICML 2024 · similarity 0.89)
- Probing Equivariance and Symmetry Breaking in Convolutional Networks (NeurIPS 2025 · similarity 0.88)
- A Probabilistic Approach to Learning the Degree of Equivariance in Steerable CNNs (ICML 2024 · similarity 0.87)
- Lie Group Decompositions for Equivariant Neural Networks (ICLR 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.