https://nanless.github.io/audio-paper-digest-blog/tags/%E4%BD%8E%E8%B5%84%E6%BA%90/ Recent content in 低资源 on 语音/音频论文速递 Hugo zh-cn Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-bimodal-approach-for-detecting-fatigue-using/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-a-bimodal-approach-for-detecting-fatigue-using/ A Bimodal Approach for Detecting Fatigue Using Speech and Personal Assessments in College Students https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aft-an-exemplar-free-class-incremental-learning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-aft-an-exemplar-free-class-incremental-learning/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ara-best-rq-multi-dialectal-arabic-ssl/ Wed, 29 Apr 2026 00:00:00 +0000 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https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-llm-based-post-asr-error-correction-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-llm-based-post-asr-error-correction-for/ 语音识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lotusdis-a-thai-far-field-meeting-corpus-for/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lotusdis-a-thai-far-field-meeting-corpus-for/ 语音识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-low-resource-speech-based-early-alzheimers/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-low-resource-speech-based-early-alzheimers/ 语音生物标志物 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-lp-cfm-perceptual-invariance-aware-conditional/ Wed, 29 Apr 2026 00:00:00 +0000 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https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-taming-audio-vaes-via-target-kl-regularization/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-taming-audio-vaes-via-target-kl-regularization/ 音频生成 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-task-vector-in-tts-toward-emotionally-expressive/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-task-vector-in-tts-toward-emotionally-expressive/ 语音合成 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-three-seconds-is-sufficient-a-multi-pronged/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-three-seconds-is-sufficient-a-multi-pronged/ 语音识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ticl-text-embedding-knn-for-speech-in-context/ Wed, 29 Apr 2026 00:00:00 +0000 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https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-orthographically-informed-evaluation-of/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-towards-orthographically-informed-evaluation-of/ 语音识别 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-transfer-learning-for-paediatric-sleep-apnoea/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-transfer-learning-for-paediatric-sleep-apnoea/ 音频分类 | 7.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ujcodec-an-end-to-end-unet-style-codec-for-joint/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-ujcodec-an-end-to-end-unet-style-codec-for-joint/ 语音增强 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unmixx-untangling-highly-correlated-singing/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unmixx-untangling-highly-correlated-singing/ 语音分离 | 8.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unsupervised-lexicon-learning-from-speech-is/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-unsupervised-lexicon-learning-from-speech-is/ 语音发现 | 8.0/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-variational-low-rank-adaptation-for-personalized/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-variational-low-rank-adaptation-for-personalized/ 语音识别 | 7.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-whisperpipe-a-resource-efficient-streaming/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-whisperpipe-a-resource-efficient-streaming/ 语音识别 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-windowed-summarymixing-an-efficient-fine-tuning/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29-windowed-summarymixing-an-efficient-fine-tuning/ 语音识别 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29/ Wed, 29 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-29/ 共分析 29 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-dilated-cnns-for-periodic-signal-processing-a-low/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24-dilated-cnns-for-periodic-signal-processing-a-low/ 语音增强 | 6.5/10 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24/ Fri, 24 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-24/ 共分析 21 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-enhancing-asr-performance-in-the-medical-domain/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23-enhancing-asr-performance-in-the-medical-domain/ 这篇论文旨在解决达罗毗荼语言（Telugu和Kannada）在医疗领域自动语音识别（ASR）中面临的标注数据稀缺和语言形态复杂两大挑战。其核心方法是提出一个“置信度感知训练框架”，该框架通过一个混合置信度评分机制（结合静态的感知、声学相似性、WER分数和动态的模型熵），对混合了真实与合成语音的训练数 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23/ Thu, 23 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-23/ 共分析 27 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-voice-of-india-a-large-scale-benchmark-for-real/ Wed, 22 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22-voice-of-india-a-large-scale-benchmark-for-real/ 这篇论文旨在解决现有印度语言语音识别（Indic ASR）基准不反映真实场景、评估方法不公平的核心问题。为此，作者构建了“Voice of India”大规模基准，其数据源自3.6万名说话者的非脚本化电话对话，覆盖15种主要印度语言和139个地区集群，总计536小时。关键创新在于采用了考虑拼写变体的 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22/ Wed, 22 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-22/ 共分析 21 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-bhashasutra-a-task-centric-unified-survey-of/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-bhashasutra-a-task-centric-unified-survey-of/ 这篇论文旨在解决印度语言NLP研究资源分散、缺乏统一概览的痛点。作者首次提出了一个以任务为中心的统一分类体系，系统性地梳理和整合了超过200个数据集、50个基准测试以及100多个模型、工具和系统，覆盖了从核心语言处理（如分词、词性标注）到文本分类、生成翻译、信息检索、语音与多模态，乃至社会文化任务（ https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-claricodec-optimising-neural-speech-codes-for/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21-claricodec-optimising-neural-speech-codes-for/ 本文针对卫星、水下通信等超低比特率（200bps）场景下，传统神经语音编解码器因优化重建质量而牺牲可懂度的问题，提出了ClariCodec。其核心方法是将编码器的量化过程重新定义为一个随机策略，并利用强化学习（RL），以词错率（WER）作为奖励信号对编码器进行微调，而冻结解码器等声学重建管线。实验表 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21/ Tue, 21 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-21/ 共分析 34 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-naijas2st-a-multi-accent-benchmark-for-speech-to/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20-naijas2st-a-multi-accent-benchmark-for-speech-to/ 这篇论文旨在解决非洲低资源语言在语音翻译（S2ST和S2TT）研究中面临的高质量、多口音平行语音数据严重匮乏的核心瓶颈。为此，作者构建了**NaijaS2ST**数据集，涵盖豪萨语、伊博语、约鲁巴语和尼日利亚皮钦语与英语的平行语音，每种语言约50小时，捕获了真实的说话者与口音多样性。基于此数据集，论 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20/ Mon, 20 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-20/ 共分析 24 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-few-shot-and-pseudo-label-guided-speech-quality/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19-few-shot-and-pseudo-label-guided-speech-quality/ 本文旨在解决非侵入式语音质量评估在标注数据有限场景下的性能瓶颈。作者提出了GatherMOS框架，其核心是将大语言模型（如GPT-5）作为一个元评估器，通过精心设计的文本提示，融合多类异构信号：包括手 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/ Sun, 19 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-19/ 共分析 42 篇语音/AI 论文 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/ Sat, 18 Apr 2026 00:00:00 +0000 https://nanless.github.io/audio-paper-digest-blog/posts/2026-04-18/ 共分析 39 篇语音/AI 论文