Methods › Computer Vision › Generative Models › Deep Belief Network
Deep Belief Network
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Deep Belief Network (DBN) is a multi-layer generative graphical model. DBNs have bi-directional connections (RBM-type connections) on the top layer while the bottom layers only have top-down connections. They are trained using layerwise pre-training. Pre-training occurs by training the network component by component bottom up: treating the first two layers as an RBM and training, then treating the second layer and third layer as another RBM and training for those parameters.
Source: Origins of Deep Learning
Image Source: Wikipedia
Papers archive 2025-07-28
30 shown of 71, 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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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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Neural Network Certification Informed Power System Transient Stability Preventive Control with Renewable Energy 13 Nov 2024 · 0 repositories · arXiv:2411.08329
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Deep Learning-Based Prediction of Suspension Dynamics Performance in Multi-Axle Vehicles 3 Oct 2024 · 1 repository · arXiv:2410.02566
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Abstraction requires breadth: a renormalisation group approach 1 Jul 2024 · 0 repositories · arXiv:2407.01656
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Understanding Deep Neural Networks via Linear Separability of Hidden Layers 26 Jul 2023 · 0 repositories · arXiv:2307.13962
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From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks 30 Nov 2022 · 0 repositories · arXiv:2211.17045
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A Novel Approach for Neuromorphic Vision Data Compression based on Deep Belief Network 27 Oct 2022 · 0 repositories · arXiv:2210.15362
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A Novel Light Field Coding Scheme Based on Deep Belief Network & Weighted Binary Images for Additive Layered Displays 4 Oct 2022 · 0 repositories · arXiv:2210.01447
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Explainable Deep Belief Network based Auto encoder using novel Extended Garson Algorithm 18 Jul 2022 · 0 repositories · arXiv:2207.08501
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Deep Learning-Based Device-Free Localization in Wireless Sensor Networks 16 Jun 2022 · 0 repositories · arXiv:2206.08191
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Wind power ramp prediction algorithm based on wavelet deep belief network 11 Feb 2022 · 0 repositories · arXiv:2202.05430
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GM Score: Incorporating inter-class and intra-class generator diversity, discriminability of disentangled representation, and sample fidelity for evaluating GANs 13 Dec 2021 · 1 repository · arXiv:2112.06431
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A Distillation Learning Model of Adaptive Structural Deep Belief Network for AffectNet: Facial Expression Image Database 25 Oct 2021 · 0 repositories · arXiv:2110.12717
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An Adaptive Structural Learning of Deep Belief Network for Image-based Crack Detection in Concrete Structures Using SDNET2018 25 Oct 2021 · 0 repositories · arXiv:2110.12700
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An Embedded System for Image-based Crack Detection by using Fine-Tuning model of Adaptive Structural Learning of Deep Belief Network 25 Oct 2021 · 0 repositories · arXiv:2110.13145
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Automatic Extraction of Road Networks from Satellite Images by using Adaptive Structural Deep Belief Network 25 Oct 2021 · 0 repositories · arXiv:2110.12684
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Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey 26 Jul 2021 · 0 repositories · arXiv:2107.12521
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Image Segmentation, Compression and Reconstruction from Edge Distribution Estimation with Random Field and Random Cluster Theories 9 Apr 2021 · 0 repositories · arXiv:2104.10762
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DigitalExposome: Quantifying the Urban Environment Influence on Wellbeing based on Real-Time Multi-Sensor Fusion and Deep Belief Network 29 Jan 2021 · 0 repositories · arXiv:2101.12615
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A Layer-Wise Information Reinforcement Approach to Improve Learning in Deep Belief Networks 17 Jan 2021 · 0 repositories · arXiv:2101.06749
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Artificial Neural Network Based Breast Cancer Screening: A Comprehensive Review 29 May 2020 · 0 repositories · arXiv:2006.01767
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Software Defect Prediction Based On Deep Learning Models: Performance Study 2 Apr 2020 · 0 repositories · arXiv:2004.02589
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Classification of human activity recognition using smartphones 6 Jan 2020 · 0 repositories · arXiv:2001.09740
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Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification 11 Dec 2019 · 0 repositories · arXiv:1912.10803
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Label Consistent Transform Learning for Hyperspectral Image Classification 11 Dec 2019 · 0 repositories · arXiv:1912.11405
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Majorization Minimization Technique for Optimally Solving Deep Dictionary Learning 11 Dec 2019 · 0 repositories · arXiv:1912.10801
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DeepSat V2: Feature Augmented Convolutional Neural Nets for Satellite Image Classification 15 Nov 2019 · 1 repository · arXiv:1911.07747
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A Video Recognition Method by using Adaptive Structural Learning of Long Short Term Memory based Deep Belief Network 30 Sep 2019 · 0 repositories · arXiv:1909.13480
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An Object Detection by using Adaptive Structural Learning of Deep Belief Network 30 Sep 2019 · 0 repositories · arXiv:1909.13465
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Signal Demodulation with Machine Learning Methods for Physical Layer Visible Light Communications: Prototype Platform, Open Dataset and Algorithms 13 Mar 2019 · 0 repositories · arXiv:1903.11385
Tasks archive 2025-07-28
20 shown of 87 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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