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Table · dataset · 2026

<p>Statistical significance test results.</p>

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<div><p>To avoid the additional computational cost and algorithmic latency introduced by short-time Fourier transformation and waveform reconstruction, we propose CGAN-SECA, which incorporates a squeeze-and-excitation channel attention mechanism to enhance noisy speech directly in the time domain.

Description

The generator employs a symmetric encoder-decoder backbone with skip connections to reconstruct waveform samples and reduce information loss during down-sampling and up-sampling.

SECA adaptively recalibrates channel-wise feature responses, enabling the network to emphasize speech-relevant representations under complex noise. In the discriminator, Virtual Batch Normalization (VBN) and Dropout are introduced to regularize adversarial training. Least-squares adversarial objectives replace cross-entropy-based objectives, and an L1 reconstruction term encourages sample-level fidelity.

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The method is evaluated on VoiceBank-DEMAND, which contains environmental and babble noise, and on the THCHS30-DNS Challenge dataset under multiple Signal-to-Noise Ratio (SNR) conditions. On VoiceBank-DEMAND, CGAN-SECA achieved PESQ and STOI scores of 3.018 and 0.954, respectively, ranking second only to CMGAN and outperforming the remaining comparison methods. CGAN-SECA also maintained fast inference, with a real-time factor (RTF) of 0.00423.

On the THCHS30-DNS Challenge dataset, CGAN-SECA achieved the highest average PESQ and STOI scores among all evaluated methods, reaching 2.274 and 0.838, respectively, across the −5, 0, and 5 dB conditions. In particular, it produced the best results for both metrics at 0 and 5 dB, demonstrating effective speech enhancement and good generalization across different noise levels and datasets.</p></div>

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Audio 65%
Provenance · 12 source records, 17 field assertions
SourceKeyLast seenRaw
ZivaHub · removed upstreamoai:figshare.com:article/3404763114 d agoJSON v1
Deakin Research Online · removed upstreamoai:figshare.com:article/3404763114 d agoJSON v1
DMU Figshare · removed upstreamoai:figshare.com:article/3404763114 d agoJSON v1
UCL Research Data Repository · removed upstreamoai:figshare.com:article/3404763114 d agoJSON v1
HKU DataHub · removed upstreamoai:figshare.com:article/3404763113 d agoJSON v1
Swinburne Figshare · removed upstreamoai:figshare.com:article/3404763113 d agoJSON v1
DaYta Ya Rona · removed upstreamoai:figshare.com:article/3404763113 d agoJSON v1
SUNScholarData · removed upstreamoai:figshare.com:article/3404763113 d agoJSON v1
figshareoai:figshare.com:article/3404763113 d agoJSON v1
Loughborough Research Repository · removed upstreamoai:figshare.com:article/3404763112 d agoJSON v1
GRANTS Data · removed upstreamoai:figshare.com:article/3404763112 d agoJSON v1
UP Research Data Repository · removed upstreamoai:figshare.com:article/3404763112 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[modality].local:modality:audioenrichment · figshare comkeyword-concept-rules@1.0.0title+description (65%)
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