Methods › Computer Vision › Generative Models › DCGAN
Deep Convolutional GAN
DCGAN
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DCGAN, or Deep Convolutional GAN, is a generative adversarial network architecture. It uses a couple of guidelines, in particular:
- Replacing any pooling layers with strided convolutions (discriminator) and fractional-strided convolutions (generator).
- Using batchnorm in both the generator and the discriminator.
- Removing fully connected hidden layers for deeper architectures.
- Using ReLU activation in generator for all layers except for the output, which uses tanh.
- Using LeakyReLU activation in the discriminator for all layer.
Papers archive 2025-07-28
30 shown of 82, 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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QGAN-based data augmentation for hybrid quantum-classical neural networks 30 May 2025 · 0 repositories · arXiv:2505.24780
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Comparison of Generative Learning Methods for Turbulence Modeling 25 Nov 2024 · 0 repositories · arXiv:2411.16417
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Synthesising Handwritten Music with GANs: A Comprehensive Evaluation of CycleWGAN, ProGAN, and DCGAN 25 Nov 2024 · 0 repositories · arXiv:2411.16405
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Enhanced Anime Image Generation Using USE-CMHSA-GAN 17 Nov 2024 · 0 repositories · arXiv:2411.11179
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Stool Recognition for Colorectal Cancer Detection through Deep Learning 19 Oct 2024 · 0 repositories · arXiv:2410.17288
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Synthetic Trajectory Generation Through Convolutional Neural Networks 24 Jul 2024 · 1 repository · arXiv:2407.16938
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GenMix: Combining Generative and Mixture Data Augmentation for Medical Image Classification 31 May 2024 · 0 repositories · arXiv:2405.20650
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Synthetic Brain Images: Bridging the Gap in Brain Mapping With Generative Adversarial Model 11 Apr 2024 · 0 repositories · arXiv:2404.08703
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CycleGAN Models for MRI Image Translation 28 Dec 2023 · 0 repositories · arXiv:2401.00023
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Generative Autoencoding of Dropout Patterns 3 Oct 2023 · 1 repository · arXiv:2310.01712
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Adaptive Input-image Normalization for Solving the Mode Collapse Problem in GAN-based X-ray Images 21 Sep 2023 · 0 repositories · arXiv:2309.12245
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Spider GAN: Leveraging Friendly Neighbors to Accelerate GAN Training 12 May 2023 · 2 repositories · arXiv:2305.07613Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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Sequential training of GANs against GAN-classifiers reveals correlated "knowledge gaps" present among independently trained GAN instances 27 Mar 2023 · 0 repositories · arXiv:2303.15533
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Membership Inference Attacks against Diffusion Models 7 Feb 2023 · 1 repository · arXiv:2302.03262Syntology ran 7 of 14 samples · 7 unverified
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Permutation-Invariant Tabular Data Synthesis 17 Nov 2022 · 0 repositories · arXiv:2211.09286
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Latent Space is Feature Space: Regularization Term for GANs Training on Limited Dataset 28 Oct 2022 · 1 repository · arXiv:2210.16251
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Evaluation of 3D GANs for Lung Tissue Modelling in Pulmonary CT 17 Aug 2022 · 1 repository · arXiv:2208.08184
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Image Augmentation for Satellite Images 29 Jul 2022 · 0 repositories · arXiv:2207.14580
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Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function Spaces 29 May 2022 · 1 repository · arXiv:2205.14627
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Covid-19 chest x-ray image generation using resnet-dcgan model 17 May 2022 · 1 repository
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LSTM-Based Distributed Conditional Generative Adversarial Network For Data-Driven 5G-Enabled Maritime UAV Communications 9 May 2022 · 0 repositories · arXiv:2205.04196
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Addressing the Intra-class Mode Collapse Problem using Adaptive Input Image Normalization in GAN-based X-ray Images 25 Jan 2022 · 0 repositories · arXiv:2201.10324
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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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Generative Modeling of Turbulence 5 Dec 2021 · 0 repositories · arXiv:2112.02548
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Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey 26 Nov 2021 · 0 repositories · arXiv:2111.13282
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Manifold-preserved GANs 18 Sep 2021 · 0 repositories · arXiv:2109.08955
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Effective and Privacy preserving Tabular Data Synthesizing 11 Aug 2021 · 0 repositories · arXiv:2108.10064
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A Comparison of Supervised and Unsupervised Deep Learning Methods for Anomaly Detection in Images 20 Jul 2021 · 1 repository · arXiv:2107.09204
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Provable Lipschitz Certification for Generative Models 6 Jul 2021 · 1 repository · arXiv:2107.02732
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Feature Alignment as a Generative Process 23 Jun 2021 · 2 repositories · arXiv:2106.12562
Tasks archive 2025-07-28
20 shown of 74 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 Generation | 24 |
| Generative Adversarial Network | 16 |
| Data Augmentation | 8 |
| Diversity | 6 |
| Translation | 5 |
| Conditional Image Generation | 3 |
| Deep Learning | 3 |
| Image Classification | 3 |
| Anomaly Detection | 2 |
| BIG-bench Machine Learning | 2 |
| Decoder | 2 |
| GPU | 2 |
| General Classification | 2 |
| Image-to-Image Translation | 2 |
| Medical Image Generation | 2 |
| Object Detection | 2 |
| Pedestrian Detection | 2 |
| Privacy Preserving | 2 |
| Representation Learning | 2 |
| Style Transfer | 2 |
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