Methods › Computer Vision › Convolutional Neural Networks › CapsNet
Capsule Network
CapsNet
Introduced by Sara Sabour et al. in Dynamic Routing Between Capsules
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Capsule Network is a machine learning system that is a type of artificial neural network that can be used to better model hierarchical relationships. The approach is an attempt to more closely mimic biological neural organization.
Papers archive 2025-07-28
30 shown of 202, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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FR-CapsNet: Enhancing Low-Resolution Image Classification via Frequency Routed Capsules 25 Jun 2025 · 1 repository
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Attonsecond Streaking Phase Retrieval Via Deep Learning Methods 6 May 2025 · 0 repositories · arXiv:2505.06275
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Recommendation System in Advertising and Streaming Media: Unsupervised Data Enhancement Sequence Suggestions 23 Mar 2025 · 0 repositories · arXiv:2504.08740
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Self-Supervised Learning for Pre-training Capsule Networks: Overcoming Medical Imaging Dataset Challenges 7 Feb 2025 · 0 repositories · arXiv:2502.04748
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Discrete Wavelet Transform-Based Capsule Network for Hyperspectral Image Classification 8 Jan 2025 · 0 repositories · arXiv:2501.04643
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The Convergence of Dynamic Routing between Capsules 8 Jan 2025 · 0 repositories · arXiv:2501.06240
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A Novel Approach using CapsNet and Deep Belief Network for Detection and Identification of Oral Leukopenia 1 Jan 2025 · 0 repositories · arXiv:2501.00876
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Graph-Driven Models for Gas Mixture Identification and Concentration Estimation on Heterogeneous Sensor Array Signals 18 Dec 2024 · 0 repositories · arXiv:2412.13891
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ParseCaps: An Interpretable Parsing Capsule Network for Medical Image Diagnosis 3 Nov 2024 · 0 repositories · arXiv:2411.01564
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Mitigating Vanishing Activations in Deep CapsNets Using Channel Pruning 22 Oct 2024 · 1 repository · arXiv:2410.16908
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Deep Hybrid Architecture for Very Low-Resolution Image Classification Using Capsule Attention 27 Sep 2024 · 1 repository
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MIMNet: Multi-Interest Meta Network with Multi-Granularity Target-Guided Attention for Cross-domain Recommendation 31 Jul 2024 · 1 repository · arXiv:2408.00038
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Capsule Network Projectors are Equivariant and Invariant Learners 23 May 2024 · 0 repositories · arXiv:2405.14386
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Deep multi-prototype capsule networks 23 Apr 2024 · 0 repositories · arXiv:2404.15445
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Capsule Neural Networks as Noise Stabilizer for Time Series Data 20 Mar 2024 · 0 repositories · arXiv:2403.13867
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OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning 20 Mar 2024 · 0 repositories · arXiv:2403.13351
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Leveraging Spatial and Semantic Feature Extraction for Skin Cancer Diagnosis with Capsule Networks and Graph Neural Networks 18 Mar 2024 · 0 repositories · arXiv:2403.12009
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Masked Capsule Autoencoders 7 Mar 2024 · 0 repositories · arXiv:2403.04724
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DTCM: Deep Transformer Capsule Mutual Distillation for Multivariate Time Series Classification 26 Feb 2024 · 0 repositories
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InceptionCapsule: Inception-Resnet and CapsuleNet with self-attention for medical image Classification 3 Feb 2024 · 0 repositories · arXiv:2402.02274
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Improved efficient capsule network for Kuzushiji-MNIST benchmark dataset classification 15 Dec 2023 · 1 repository
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Predicting Transcription Factor Binding Sites using Transformer based Capsule Network 23 Oct 2023 · 1 repository · arXiv:2310.15202
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Lie Group Decompositions for Equivariant Neural Networks 17 Oct 2023 · 1 repository · arXiv:2310.11366Syntology ran 3 of 7 samples · 4 unverified
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Evaluating The Effectiveness of Capsule Neural Network in Toxic Comment Classification using Pre-trained BERT Embeddings 12 Oct 2023 · 1 repository
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PDR-CapsNet: an Energy-Efficient Parallel Approach to Dynamic Routing in Capsule Networks 4 Oct 2023 · 0 repositories · arXiv:2310.03212
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1D-CapsNet-LSTM: A Deep Learning-Based Model for Multi-Step Stock Index Forecasting 3 Oct 2023 · 0 repositories · arXiv:2310.02090
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A Model-Agnostic Framework for Recommendation via Interest-aware Item Embeddings 17 Aug 2023 · 0 repositories · arXiv:2308.09202
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Novel Nonlinear Neural-Network Layers for High Performance and Generalization in Modulation-Recognition Applications 14 Aug 2023 · 0 repositories · arXiv:2308.06886
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X-CapsNet For Fake News Detection 23 Jul 2023 · 0 repositories · arXiv:2307.12332
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ProtoCaps: A Fast and Non-Iterative Capsule Network Routing Method 19 Jul 2023 · 0 repositories · arXiv:2307.09944
Tasks archive 2025-07-28
20 shown of 185 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Image Classification | 33 |
| image-classification | 26 |
| Classification | 22 |
| General Classification | 19 |
| Sentiment Analysis | 10 |
| Transfer Learning | 10 |
| Data Augmentation | 9 |
| Representation Learning | 9 |
| Sentence | 8 |
| Decoder | 7 |
| Text Classification | 7 |
| Object Detection | 6 |
| Prediction | 6 |
| Semantic Segmentation | 6 |
| Time Series | 6 |
| object-detection | 6 |
| text-classification | 6 |
| Generative Adversarial Network | 5 |
| Image Segmentation | 5 |
| Object | 5 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections