Methods › General › Skip Connection Blocks › MelGAN Residual Block
MelGAN Residual Block
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The MelGAN Residual Block is a convolutional residual block used in the MelGAN generative audio architecture. It employs residual connections with dilated convolutions. Dilations are used so that temporally far output activations of each subsequent layer has significant overlapping inputs. Receptive field of a stack of dilated convolution layers increases exponentially with the number of layers. Incorporating these into the MelGAN generator allows us to efficiently increase the induced receptive fields of each output time-step. This effectively implies larger overlap in the induced receptive field of far apart time-steps, leading to better long range correlation.
Papers archive 2025-07-28
14 shown of 14, 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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WOLONet: Wave Outlooker for Efficient and High Fidelity Speech Synthesis 20 Jun 2022 · 0 repositories · arXiv:2206.09920
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cMelGAN: An Efficient Conditional Generative Model Based on Mel Spectrograms 15 May 2022 · 1 repository · arXiv:2205.07319
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Real time spectrogram inversion on mobile phone 1 Mar 2022 · 1 repository · arXiv:2203.00756
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Audio Deepfake Perceptions in College Going Populations 6 Dec 2021 · 0 repositories · arXiv:2112.03351
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VocBench: A Neural Vocoder Benchmark for Speech Synthesis 6 Dec 2021 · 1 repository · arXiv:2112.03099
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Improve GAN-based Neural Vocoder using Pointwise Relativistic LeastSquare GAN 26 Mar 2021 · 0 repositories · arXiv:2103.14245
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TFGAN: Time and Frequency Domain Based Generative Adversarial Network for High-fidelity Speech Synthesis 24 Nov 2020 · 1 repository · arXiv:2011.12206
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Universal MelGAN: A Robust Neural Vocoder for High-Fidelity Waveform Generation in Multiple Domains 19 Nov 2020 · 2 repositories · arXiv:2011.09631
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StyleMelGAN: An Efficient High-Fidelity Adversarial Vocoder with Temporal Adaptive Normalization 3 Nov 2020 · 2 repositories · arXiv:2011.01557Syntology ran 0 of 2 samples · 2 unverified
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SpeedySpeech: Efficient Neural Speech Synthesis 9 Aug 2020 · 3 repositories · arXiv:2008.03802Syntology ran 1 of 1 samples · 0 unverified
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VocGAN: A High-Fidelity Real-time Vocoder with a Hierarchically-nested Adversarial Network 30 Jul 2020 · 2 repositories · arXiv:2007.15256
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Adversarial representation learning for private speech generation 16 Jun 2020 · 1 repository · arXiv:2006.09114Syntology ran 2 of 2 samples · 0 unverified
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SE-MelGAN -- Speaker Agnostic Rapid Speech Enhancement 13 Jun 2020 · 0 repositories · arXiv:2006.07637
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MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis 8 Oct 2019 · 21 repositories · arXiv:1910.06711Syntology ran 5 of 7 samples · 2 unverified · 1 pointer-only (licence)
Tasks archive 2025-07-28
16 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 |
|---|---|
| Speech Synthesis | 7 |
| CPU | 6 |
| GPU | 4 |
| Text to Speech | 2 |
| Vocal Bursts Intensity Prediction | 2 |
| text-to-speech | 2 |
| Audio Synthesis | 1 |
| BIG-bench Machine Learning | 1 |
| Face Swapping | 1 |
| Generative Adversarial Network | 1 |
| Music Generation | 1 |
| Privacy Preserving | 1 |
| Representation Learning | 1 |
| Spectral Reconstruction | 1 |
| Speech Enhancement | 1 |
| Translation | 1 |
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