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

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A language agnostic approach to recognizing emotions from speech remains an incomplete and challenging task. In this paper, we performed a step-by-step comparative analysis of Speech Emotion Recognition (SER) using Bangla and English…

计算与语言 · 计算机科学 2022-05-17 Fardin Saad , Hasan Mahmud , Mohammad Ridwan Kabir , Md. Alamin Shaheen , Paresha Farastu , Md. Kamrul Hasan

Emotional voice conversion aims to convert the emotion of speech from one state to another while preserving the linguistic content and speaker identity. The prior studies on emotional voice conversion are mostly carried out under the…

声音 · 计算机科学 2020-10-14 Kun Zhou , Berrak Sisman , Mingyang Zhang , Haizhou Li

Style transfer for out-of-domain (OOD) speech synthesis aims to generate speech samples with unseen style (e.g., speaker identity, emotion, and prosody) derived from an acoustic reference, while facing the following challenges: 1) The…

音频与语音处理 · 电气工程与系统科学 2022-10-14 Rongjie Huang , Yi Ren , Jinglin Liu , Chenye Cui , Zhou Zhao

Facilitating cross-lingual transfer in multilingual language models remains a critical challenge. Towards this goal, we propose an embedding-based data augmentation technique called XITE. We start with unlabeled text from a low-resource…

计算与语言 · 计算机科学 2026-04-28 Barah Fazili , Preethi Jyothi

Speech emotion conversion aims to convert the expressed emotion of a spoken utterance to a target emotion while preserving the lexical information and the speaker's identity. In this work, we specifically focus on in-the-wild emotion…

音频与语音处理 · 电气工程与系统科学 2023-06-06 Navin Raj Prabhu , Nale Lehmann-Willenbrock , Timo Gerkmann

Despite the recent progress in speech emotion recognition (SER), state-of-the-art systems are unable to achieve improved performance in cross-language settings. In this paper, we propose a Multimodal Dual Attention Transformer (MDAT) model…

计算与语言 · 计算机科学 2023-07-17 Syed Aun Muhammad Zaidi , Siddique Latif , Junaid Qadir

Despite the recent advancement in NLP research, cross-lingual transfer for natural language generation is relatively understudied. In this work, we transfer supervision from high resource language (HRL) to multiple low-resource languages…

计算与语言 · 计算机科学 2021-06-04 Kaushal Kumar Maurya , Maunendra Sankar Desarkar , Yoshinobu Kano , Kumari Deepshikha

There has been a recent spike in interest in multi-modal Language and Vision problems. On the language side, most of these models primarily focus on English since most multi-modal datasets are monolingual. We try to bridge this gap with a…

机器学习 · 计算机科学 2021-09-17 Pranav Aggarwal , Ritiz Tambi , Ajinkya Kale

Speech emotion recognition plays a crucial role in human-computer interactions. However, most speech emotion recognition research is biased toward English-speaking adults, which hinders its applicability to other demographic groups in…

计算与语言 · 计算机科学 2023-06-27 Samuel Cahyawijaya , Holy Lovenia , Willy Chung , Rita Frieske , Zihan Liu , Pascale Fung

Emotional voice conversion (EVC) traditionally targets the transformation of spoken utterances from one emotional state to another, with previous research mainly focusing on discrete emotion categories. This paper departs from the norm by…

音频与语音处理 · 电气工程与系统科学 2023-09-19 Kun Zhou , Berrak Sisman , Carlos Busso , Bin Ma , Haizhou Li

Text-based speech editing allows users to edit speech by intuitively cutting, copying, and pasting text to speed up the process of editing speech. In the previous work, CampNet (context-aware mask prediction network) is proposed to realize…

声音 · 计算机科学 2022-12-21 Tao Wang , Jiangyan Yi , Ruibo Fu , Jianhua Tao , Zhengqi Wen , Chu Yuan Zhang

We propose EmoDistill, a novel speech emotion recognition (SER) framework that leverages cross-modal knowledge distillation during training to learn strong linguistic and prosodic representations of emotion from speech. During inference,…

计算与语言 · 计算机科学 2024-03-18 Debaditya Shome , Ali Etemad

Cross-lingual entity linking maps an entity mention in a source language to its corresponding entry in a structured knowledge base that is in a different (target) language. While previous work relies heavily on bilingual lexical resources…

计算与语言 · 计算机科学 2018-11-13 Shruti Rijhwani , Jiateng Xie , Graham Neubig , Jaime Carbonell

The detection of emotions using an Electroencephalogram (EEG) is a crucial area in brain-computer interfaces and has valuable applications in fields such as rehabilitation and medicine. In this study, we employed transfer learning to…

信号处理 · 电气工程与系统科学 2024-04-09 Sidharth Sidharth , Ashish Abraham Samuel , Ranjana H , Jerrin Thomas Panachakel , Sana Parveen K

Explainable Multimodal Emotion Recognition plays a crucial role in applications such as human-computer interaction and social media analytics. However, current approaches struggle with cue-level perception and reasoning due to two main…

多媒体 · 计算机科学 2026-02-06 Hanwen Zhang , Yao Liu , Peiyuan Jiang , Lang Junjie , Xie Jun , Yihui He , Yajiao Deng , Siyu Du , Qiao Liu

Expressive text-to-speech has shown improved performance in recent years. However, the style control of synthetic speech is often restricted to discrete emotion categories and requires training data recorded by the target speaker in the…

计算与语言 · 计算机科学 2022-07-14 Yookyung Shin , Younggun Lee , Suhee Jo , Yeongtae Hwang , Taesu Kim

Emotional Voice Conversion, or emotional VC, is a technique of converting speech from one emotion state into another one, keeping the basic linguistic information and speaker identity. Previous approaches for emotional VC need parallel data…

音频与语音处理 · 电气工程与系统科学 2020-04-09 Songxiang Liu , Yuewen Cao , Helen Meng

The task of audio-driven portrait animation involves generating a talking head video using an identity image and an audio track of speech. While many existing approaches focus on lip synchronization and video quality, few tackle the…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Jian Zhang , Weijian Mai , Zhijun Zhang

In this work, we introduce a paralinguistic supervision paradigm for low-resource multilingual speech emotion recognition (LRM-SER) that leverages non-verbal vocalizations to exploit prosody-centric emotion cues. Unlike conventional SER…

音频与语音处理 · 电气工程与系统科学 2026-04-24 Girish , Mohd Mujtaba Akhtar , Muskaan Singh

Emotion recognition from speech is one of the key steps towards emotional intelligence in advanced human-machine interaction. Identifying emotions in human speech requires learning features that are robust and discriminative across diverse…

音频与语音处理 · 电气工程与系统科学 2019-12-30 Alison Marczewski , Adriano Veloso , Nívio Ziviani