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Recently, there has been an increasing interest in neural speech synthesis. While the deep neural network achieves the state-of-the-art result in text-to-speech (TTS) tasks, how to generate a more emotional and more expressive speech is…

计算与语言 · 计算机科学 2021-06-24 Chenye Cui , Yi Ren , Jinglin Liu , Feiyang Chen , Rongjie Huang , Ming Lei , Zhou Zhao

Speech emotion recognition (SER), particularly for naturally expressed emotions, remains a challenging computational task. Key challenges include the inherent subjectivity in emotion annotation and the imbalanced distribution of emotion…

声音 · 计算机科学 2025-06-03 Tiantian Feng , Thanathai Lertpetchpun , Dani Byrd , Shrikanth Narayanan

Emotion and intent recognition from speech is essential and has been widely investigated in human-computer interaction. The rapid development of social media platforms, chatbots, and other technologies has led to a large volume of speech…

声音 · 计算机科学 2025-07-11 Zhao Ren , Rathi Adarshi Rammohan , Kevin Scheck , Sheng Li , Tanja Schultz

Speech emotion recognition (SER) is vital for obtaining emotional intelligence and understanding the contextual meaning of speech. Variations of consonant-vowel (CV) phonemic boundaries can enrich acoustic context with linguistic cues,…

声音 · 计算机科学 2023-07-03 Anna Ollerenshaw , Md Asif Jalal , Rosanna Milner , Thomas Hain

In recent times, we have seen an increased use of text chat for communication on social networks and smartphones. This particularly involves the use of Hindi-English code-mixed text which contains words which are not recognized in English…

计算与语言 · 计算机科学 2021-11-16 Divyansh Singh

Voice-enabled interactions provide more human-like experiences in many popular IoT systems. Cloud-based speech analysis services extract useful information from voice input using speech recognition techniques. The voice signal is a rich…

密码学与安全 · 计算机科学 2019-08-13 Ranya Aloufi , Hamed Haddadi , David Boyle

We investigate the effect and usefulness of spontaneity (i.e. whether a given speech is spontaneous or not) in speech in the context of emotion recognition. We hypothesize that emotional content in speech is interrelated with its…

音频与语音处理 · 电气工程与系统科学 2018-06-15 Karttikeya Mangalam , Tanaya Guha

Idioms are figurative expressions whose meanings often cannot be inferred from their individual words, making them difficult to process computationally and posing challenges for human experimental studies. This survey reviews datasets…

计算与语言 · 计算机科学 2025-08-19 Michael Flor , Xinyi Liu , Anna Feldman

Speech emotion recognition is an important component of any human centered system. But speech characteristics produced and perceived by a person can be influenced by a multitude of reasons, both desirable such as emotion, and undesirable…

声音 · 计算机科学 2023-09-04 Mimansa Jaiswal , Emily Mower Provost

Speech emotions play a crucial role in human-computer interaction, shaping engagement and context-aware communication. Despite recent advances in spoken dialogue systems, a holistic system for evaluating emotional reasoning is still…

Speech Emotion Recognition (SER) is the task of identifying the emotion expressed in a spoken utterance. Emotion recognition is essential in building robust conversational agents in domains such as law, healthcare, education, and customer…

人工智能 · 计算机科学 2023-08-08 N V S Abhishek , Pushpak Bhattacharyya

Speaker recognition performance in emotional talking environments is not as high as it is in neutral talking environments. This work focuses on proposing, implementing, and evaluating a new approach to enhance the performance in emotional…

声音 · 计算机科学 2017-06-30 Ismail Shahin

Emotion recognition in speech is a challenging multimodal task that requires understanding both verbal content and vocal nuances. This paper introduces a novel approach to emotion detection using Large Language Models (LLMs), which have…

计算与语言 · 计算机科学 2024-12-24 Zehui Wu , Ziwei Gong , Lin Ai , Pengyuan Shi , Kaan Donbekci , Julia Hirschberg

In the era of advanced artificial intelligence and human-computer interaction, identifying emotions in spoken language is paramount. This research explores the integration of deep learning techniques in speech emotion recognition, offering…

声音 · 计算机科学 2023-10-20 Hanan Hamza , Fiza Gafoor , Fathima Sithara , Gayathri Anil , V. S. Anoop

Speech Emotion Recognition (SER) has been traditionally formulated as a classification task. However, emotions are generally a spectrum whose distribution varies from situation to situation leading to poor Out-of-Domain (OOD) performance.…

声音 · 计算机科学 2024-07-23 Hazim Bukhari , Soham Deshmukh , Hira Dhamyal , Bhiksha Raj , Rita Singh

Software development relies heavily on text-based communication, making sentiment analysis a valuable tool for understanding team dynamics and supporting trustworthy AI-driven analytics in requirements engineering. However, existing…

软件工程 · 计算机科学 2025-07-11 Martin Obaidi , Marc Herrmann , Jil Klünder , Kurt Schneider

The automatic recognition of emotion in speech can inform our understanding of language, emotion, and the brain. It also has practical application to human-machine interactive systems. This paper examines the recognition of emotion in…

Bipolar Disorder is a chronic psychiatric illness characterized by pathological mood swings associated with severe disruptions in emotion regulation. Clinical monitoring of mood is key to the care of these dynamic and incapacitating mood…

人机交互 · 计算机科学 2018-06-29 Soheil Khorram , Mimansa Jaiswal , John Gideon , Melvin McInnis , Emily Mower Provost

Robust speech emotion recognition relies on the quality of the speech features. We present speech features enhancement strategy that improves speech emotion recognition. We used the INTERSPEECH 2010 challenge feature-set. We identified…

信号处理 · 电气工程与系统科学 2022-08-22 Sofia Kanwal , Sohail Asghar , Hazrat Ali

Speech emotion recognition (SER) is a pivotal technology for human-computer interaction systems. However, 80.77% of SER papers yield results that cannot be reproduced. We develop EMO-SUPERB, short for EMOtion Speech Universal PERformance…

音频与语音处理 · 电气工程与系统科学 2024-03-13 Haibin Wu , Huang-Cheng Chou , Kai-Wei Chang , Lucas Goncalves , Jiawei Du , Jyh-Shing Roger Jang , Chi-Chun Lee , Hung-Yi Lee