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相关论文: XEmoRAG: Cross-Lingual Emotion Transfer with Contr…

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In zero-shot cross-lingual transfer, a supervised NLP task trained on a corpus in one language is directly applicable to another language without any additional training. A source of cross-lingual transfer can be as straightforward as…

计算与语言 · 计算机科学 2021-01-27 Hyunjin Choi , Judong Kim , Seongho Joe , Seungjai Min , Youngjune Gwon

Recognizing emotions in spoken communication is crucial for advanced human-machine interaction. Current emotion detection methodologies often display biases when applied cross-corpus. To address this, our study amalgamates 16 diverse…

计算与语言 · 计算机科学 2023-11-16 Mohamed Osman , Tamer Nadeem , Ghada Khoriba

State-of-the-art speech synthesis models try to get as close as possible to the human voice. Hence, modelling emotions is an essential part of Text-To-Speech (TTS) research. In our work, we selected FastSpeech2 as the starting point and…

音频与语音处理 · 电气工程与系统科学 2023-07-04 Daria Diatlova , Vitaly Shutov

Existing expressive text-to-speech (TTS) systems primarily model a limited set of categorical emotions, whereas human conversations extend far beyond these predefined emotions, making it essential to explore more diverse emotional speech…

音频与语音处理 · 电气工程与系统科学 2025-06-04 Xiaoxue Gao , Huayun Zhang , Nancy F. Chen

In this paper, we introduce a zero-shot Voice Transfer (VT) module that can be seamlessly integrated into a multi-lingual Text-to-speech (TTS) system to transfer an individual's voice across languages. Our proposed VT module comprises a…

音频与语音处理 · 电气工程与系统科学 2024-09-24 Fadi Biadsy , Youzheng Chen , Isaac Elias , Kyle Kastner , Gary Wang , Andrew Rosenberg , Bhuvana Ramabhadran

Given a pair of source and reference speech recordings, speech-to-speech (S2S) emotion style transfer involves the generation of an output speech that mimics the emotion characteristics of the reference while preserving the content and…

音频与语音处理 · 电气工程与系统科学 2026-03-11 Soumya Dutta , Avni Jain , Sriram Ganapathy

While emotional text-to-speech (TTS) has made significant progress, most existing research remains limited to utterance-level emotional expression and fails to support word-level control. Achieving word-level expressive control poses…

音频与语音处理 · 电气工程与系统科学 2026-01-13 Tianrui Wang , Haoyu Wang , Meng Ge , Cheng Gong , Chunyu Qiang , Ziyang Ma , Zikang Huang , Guanrou Yang , Xiaobao Wang , Eng Siong Chng , Xie Chen , Longbiao Wang , Jianwu Dang

Recent advancements in speech synthesis have enabled large language model (LLM)-based systems to perform zero-shot generation with controllable content, timbre, speaker identity, and emotion through input prompts. As a result, these models…

Emotion recognition can enhance humanized machine responses to user commands, while voiceprint-based perception systems can be easily integrated into commonly used devices like smartphones and stereos. Despite having the largest number of…

多媒体 · 计算机科学 2024-08-26 Jinghua Tang , Liyun Zhang , Yu Lu , Dian Ding , Lanqing Yang , YiChao Chen , Minjie Bian , Xiaoshan Li , Guangtao Xue

In this paper, we explore the challenging problem of performing a generative task in a target language when labeled data is only available in English, using summarization as a case study. We assume a strict setting with no access to…

计算与语言 · 计算机科学 2022-10-25 Tu Vu , Aditya Barua , Brian Lester , Daniel Cer , Mohit Iyyer , Noah Constant

Multilingual speech emotion recognition aims to estimate a speaker's emotional state using a contactless method across different languages. However, variability in voice characteristics and linguistic diversity poses significant challenges…

计算与语言 · 计算机科学 2025-03-31 Heqing Zou , Fengmao Lv , Desheng Zheng , Eng Siong Chng , Deepu Rajan

Speech synthesis has significantly advanced from statistical methods to deep neural network architectures, leading to various text-to-speech (TTS) models that closely mimic human speech patterns. However, capturing nuances such as emotion…

声音 · 计算机科学 2025-01-14 Shaozuo Zhang , Ambuj Mehrish , Yingting Li , Soujanya Poria

In recent years, emotional text-to-speech has shown considerable progress. However, it requires a large amount of labeled data, which is not easily accessible. Even if it is possible to acquire an emotional speech dataset, there is still a…

声音 · 计算机科学 2023-03-16 Suhee Jo , Younggun Lee , Yookyung Shin , Yeongtae Hwang , Taesu Kim

Talking face generation has gained significant attention as a core application of generative models. To enhance the expressiveness and realism of synthesized videos, emotion editing in talking face video plays a crucial role. However,…

计算机视觉与模式识别 · 计算机科学 2026-04-20 Chanhyuk Choi , Taesoo Kim , Donggyu Lee , Siyeol Jung , Taehwan Kim

There has been significant progress in emotional Text-To-Speech (TTS) synthesis technology in recent years. However, existing methods primarily focus on the synthesis of a limited number of emotion types and have achieved unsatisfactory…

声音 · 计算机科学 2023-06-02 Haobin Tang , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Cross-lingual transfer between a high-resource language and its dialects or closely related language varieties should be facilitated by their similarity. However, current approaches that operate in the embedding space do not take surface…

计算与语言 · 计算机科学 2022-03-14 Noëmi Aepli , Rico Sennrich

Although large language models(LLMs) show amazing capabilities, among various exciting applications discovered for LLMs fall short in other low-resource languages. Besides, most existing methods depend on large-scale dialogue corpora and…

计算与语言 · 计算机科学 2024-08-19 Yongkang Liu , Feng Shi , Daling Wang , Yifei Zhang , Hinrich Schütze

Previous multilingual text-to-speech (TTS) approaches have considered leveraging monolingual speaker data to enable cross-lingual speech synthesis. However, such data-efficient approaches have ignored synthesizing emotional aspects of…

音频与语音处理 · 电气工程与系统科学 2023-08-01 Xinfa Zhu , Yi Lei , Tao Li , Yongmao Zhang , Hongbin Zhou , Heng Lu , Lei Xie

The introduction of pretrained cross-lingual language models brought decisive improvements to multilingual NLP tasks. However, the lack of labelled task data necessitates a variety of methods aiming to close the gap to high-resource…

计算与语言 · 计算机科学 2021-10-26 Milan Gritta , Ignacio Iacobacci