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相关论文: Pairwise Evaluation of Accent Similarity in Speech…

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Objective metrics for emotional expressiveness are vital for speech generation, particularly in expressive synthesis and voice conversion requiring emotional prosody transfer. To quantify this, the field widely relies on emotion similarity…

音频与语音处理 · 电气工程与系统科学 2026-04-30 Yun-Shao Tsai , Yi-Cheng Lin , Huang-Cheng Chou , Tzu-Wen Hsu , Yun-Man Hsu , Chun Wei Chen , Shrikanth Narayanan , Hung-yi Lee

In accented voice conversion or accent conversion, we seek to convert the accent in speech from one another while preserving speaker identity and semantic content. In this study, we formulate a novel method for creating multi-accented…

声音 · 计算机科学 2025-01-13 Sho Inoue , Shuai Wang , Wanxing Wang , Pengcheng Zhu , Mengxiao Bi , Haizhou Li

Methods that can generate synthetic speech which is perceptually indistinguishable from speech recorded by a human speaker, are easily available. Several incidents report misuse of synthetic speech generated from these methods to commit…

计算机视觉与模式识别 · 计算机科学 2024-04-18 Amit Kumar Singh Yadav , Kratika Bhagtani , Davide Salvi , Paolo Bestagini , Edward J. Delp

Emotional speech synthesis aims to synthesize human voices with various emotional effects. The current studies are mostly focused on imitating an averaged style belonging to a specific emotion type. In this paper, we seek to generate speech…

计算与语言 · 计算机科学 2023-01-02 Kun Zhou , Berrak Sisman , Rajib Rana , B. W. Schuller , Haizhou Li

We present the Perceptimatic English Benchmark, an open experimental benchmark for evaluating quantitative models of speech perception in English. The benchmark consists of ABX stimuli along with the responses of 91 American…

计算与语言 · 计算机科学 2020-05-08 Juliette Millet , Ewan Dunbar

Audio captioning quality metrics which are typically borrowed from the machine translation and image captioning areas measure the degree of overlap between predicted tokens and gold reference tokens. In this work, we consider a metric…

多媒体 · 计算机科学 2023-03-06 Rehana Mahfuz , Yinyi Guo , Erik Visser

In the highly constrained context of low-resource language studies, we explore vector representations of speech from a pretrained model to determine their level of abstraction with regard to the audio signal. We propose a new unsupervised…

计算与语言 · 计算机科学 2024-02-09 Maxime Fily , Guillaume Wisniewski , Severine Guillaume , Gilles Adda , Alexis Michaud

Modeling voice identity is challenging due to its multifaceted nature. In generative speech systems, identity is often assessed using automatic speaker verification (ASV) embeddings, designed for discrimination rather than characterizing…

Speech embeddings are fixed-size acoustic representations of variable-length speech sequences. They are increasingly used for a variety of tasks ranging from information retrieval to unsupervised term discovery and speech segmentation.…

音频与语音处理 · 电气工程与系统科学 2020-11-09 Robin Algayres , Mohamed Salah Zaiem , Benoit Sagot , Emmanuel Dupoux

Generating speech across different accents while preserving speaker identity is crucial for various real-world applications. However, accurately and independently modeling both speaker and accent characteristics in text-to-speech (TTS)…

音频与语音处理 · 电气工程与系统科学 2025-01-03 Xuehao Zhou , Mingyang Zhang , Yi Zhou , Zhizheng Wu , Haizhou Li

This paper proposes attentive statistics pooling for deep speaker embedding in text-independent speaker verification. In conventional speaker embedding, frame-level features are averaged over all the frames of a single utterance to form an…

音频与语音处理 · 电气工程与系统科学 2019-02-27 Koji Okabe , Takafumi Koshinaka , Koichi Shinoda

The way infants use auditory cues to learn to speak despite the acoustic mismatch of their vocal apparatus is a hot topic of scientific debate. The simulation of early vocal learning using articulatory speech synthesis offers a way towards…

音频与语音处理 · 电气工程与系统科学 2021-04-05 Branislav Gerazov , Daniel van Niekerk , Anqi Xu , Paul Konstantin Krug , Peter Birkholz , Yi Xu

Speaker verification (SV) systems are currently being used to make sensitive decisions like giving access to bank accounts or deciding whether the voice of a suspect coincides with that of the perpetrator of a crime. Ensuring that these…

音频与语音处理 · 电气工程与系统科学 2025-11-18 Mariel Estevez , Luciana Ferrer

Modern speech synthesis systems have improved significantly, with synthetic speech being indistinguishable from real speech. However, efficient and holistic evaluation of synthetic speech still remains a significant challenge. Human…

计算与语言 · 计算机科学 2023-10-03 Dareen Alharthi , Roshan Sharma , Hira Dhamyal , Soumi Maiti , Bhiksha Raj , Rita Singh

Accented speech recognition and accent classification are relatively under-explored research areas in speech technology. Recently, deep learning-based methods and Transformer-based pretrained models have achieved superb performances in both…

计算与语言 · 计算机科学 2022-06-30 Qingcheng Zeng , Dading Chong , Peilin Zhou , Jie Yang

ASR systems exhibit persistent performance disparities across accents, but whether these gaps reflect superficial biases or deep structural vulnerabilities remains unclear. We introduce ACES, a three-stage audit that extracts…

声音 · 计算机科学 2026-03-10 Swapnil Parekh

Speech separation aims to separate multiple speech sources from a speech mixture. Although speech separation is well-solved on some existing English speech separation benchmarks, it is worthy of more investigation on the generalizability of…

声音 · 计算机科学 2022-03-14 Kuan-Po Huang , Yuan-Kuei Wu , Hung-yi Lee

We introduce a new automatic evaluation method for speaker similarity assessment, that is consistent with human perceptual scores. Modern neural text-to-speech models require a vast amount of clean training data, which is why many solutions…

声音 · 计算机科学 2022-07-04 Deja Kamil , Sanchez Ariadna , Roth Julian , Cotescu Marius

This paper explores the relationship between accent strength and articulatory features inferred from acoustic speech. To quantify accent strength, we compare phonetic transcriptions with transcriptions based on dictionary-based references,…

音频与语音处理 · 电气工程与系统科学 2025-07-08 Kevin Huang , Sean Foley , Jihwan Lee , Yoonjeong Lee , Dani Byrd , Shrikanth Narayanan

Generative spoken language models produce speech in a wide range of voices, prosody, and recording conditions, seemingly approaching the diversity of natural speech. However, the extent to which generated speech is acoustically diverse…

音频与语音处理 · 电气工程与系统科学 2025-03-12 Matthieu Futeral , Andrea Agostinelli , Marco Tagliasacchi , Neil Zeghidour , Eugene Kharitonov
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