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The INTERSPEECH 2020 Deep Noise Suppression (DNS) Challenge is intended to promote collaborative research in real-time single-channel Speech Enhancement aimed to maximize the subjective (perceptual) quality of the enhanced speech. A typical…

Automated audio captioning aims at generating textual descriptions for an audio clip. To evaluate the quality of generated audio captions, previous works directly adopt image captioning metrics like SPICE and CIDEr, without justifying their…

Sound · Computer Science 2022-01-28 Zelin Zhou , Zhiling Zhang , Xuenan Xu , Zeyu Xie , Mengyue Wu , Kenny Q. Zhu

This paper presents an overview and the technical framework of the ICME 2026 Grand Challenge on Academic Text-to-Music Generation (ATTM). Despite the rapid progress in text-to-music generation (TTM) systems, the field is currently dominated…

Sound · Computer Science 2026-05-22 Fang-Chih Hsieh , Wei-Jaw Lee , Chun-Ping Wang , Hung-yi Lee , Hao-Wen Dong , Yi-Hsuan Yang

Traditionally, the quality of acoustic echo cancellers is evaluated using intrusive speech quality assessment measures such as ERLE \cite{g168} and PESQ \cite{p862}, or by carrying out subjective laboratory tests. Unfortunately, the former…

Audio and Speech Processing · Electrical Eng. & Systems 2022-01-28 Marju Purin , Sten Sootla , Mateja Sponza , Ando Saabas , Ross Cutler

Automatic song writing aims to compose a song (lyric and/or melody) by machine, which is an interesting topic in both academia and industry. In automatic song writing, lyric-to-melody generation and melody-to-lyric generation are two…

Sound · Computer Science 2020-12-10 Zhonghao Sheng , Kaitao Song , Xu Tan , Yi Ren , Wei Ye , Shikun Zhang , Tao Qin

Medical audio data is difficult to collect due to privacy regulations and high annotation costs arising from domain expertise. Thus, existing benchmarks tend to underrepresent complex medical audio scenarios. To address this challenge, we…

The automatic speaker verification spoofing and countermeasures (ASVspoof) challenge series is a community-led initiative which aims to promote the consideration of spoofing and the development of countermeasures. ASVspoof 2021 is the 4th…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-07 Héctor Delgado , Nicholas Evans , Tomi Kinnunen , Kong Aik Lee , Xuechen Liu , Andreas Nautsch , Jose Patino , Md Sahidullah , Massimiliano Todisco , Xin Wang , Junichi Yamagishi

We present results and analyses from the third VoicePrivacy Challenge held in 2024, which focuses on advancing voice anonymization technologies. The task was to develop a voice anonymization system for speech data that conceals a speaker's…

Music recordings often suffer from audio quality issues such as excessive reverberation, distortion, clipping, tonal imbalances, and a narrowed stereo image, especially when created in non-professional settings without specialized equipment…

Sound · Computer Science 2026-05-06 Jan Melechovsky , Ambuj Mehrish , Abhinaba Roy , Dorien Herremans

Automatic speech quality assessment is an important, transversal task whose progress is hampered by the scarcity of human annotations, poor generalization to unseen recording conditions, and a lack of flexibility of existing approaches. In…

Audio and Speech Processing · Electrical Eng. & Systems 2021-02-09 Joan Serrà , Jordi Pons , Santiago Pascual

Deception detection is a critical task in real-world applications such as security screening, fraud prevention, and credibility assessment. While deep learning methods have shown promise in surpassing human-level performance, their…

Computer Vision and Pattern Recognition · Computer Science 2025-08-07 Xun Lin , Xiaobao Guo , Taorui Wang , Yingjie Ma , Jiajian Huang , Jiayu Zhang , Junzhe Cao , Zitong Yu

This paper proposes the synthetic long-video meta-evaluation (SLVMEval), a benchmark for meta-evaluating text-to-video (T2V) evaluation systems. The proposed SLVMEval benchmark focuses on assessing these systems on videos of up to 10,486 s…

Computer Vision and Pattern Recognition · Computer Science 2026-04-01 Ryosuke Matsuda , Keito Kudo , Haruto Yoshida , Nobuyuki Shimizu , Jun Suzuki

The Third Perception Test challenge was organised as a full-day workshop alongside the IEEE/CVF International Conference on Computer Vision (ICCV) 2025. Its primary goal is to benchmark state-of-the-art video models and measure the progress…

Computer Vision and Pattern Recognition · Computer Science 2026-04-30 Joseph Heyward , Nikhil Parthasarathy , Tyler Zhu , Aravindh Mahendran , João Carreira , Dima Damen , Andrew Zisserman , Viorica Pătrăucean

While deep learning has made impressive progress in speech synthesis and voice conversion, the assessment of the synthesized speech is still carried out by human participants. Several recent papers have proposed deep-learning-based…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-10 Yeunju Choi , Youngmoon Jung , Hoirin Kim

The ACM RecSys Challenge 2018 focuses on music recommendation in the context of automatic playlist continuation. In this paper, we describe our approach to the problem and the final hybrid system that was submitted to the challenge by our…

Information Retrieval · Computer Science 2019-01-03 Andres Ferraro , Dmitry Bogdanov , Jisang Yoon , KwangSeob Kim , Xavier Serra

Recent advancements in Text-to-Song generation have enabled realistic musical content production, yet existing evaluation benchmarks lack the professional granularity to capture multi-dimensional aesthetic nuances. In this paper, we propose…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-30 Dapeng Wu , Shun Lei , Wei Tan , Guangzheng Li , Yunzhe Wang , Huaicheng Zhang , Lishi Zuo , Zhiyong Wu

It is well established that listening to music is an issue for those with hearing loss, and hearing aids are not a universal solution. How can machine learning be used to address this? This paper details the first application of the open…

An ideal multimodal agent should be aware of the quality of its input modalities. Recent advances have enabled large language models (LLMs) to incorporate auditory systems for handling various speech-related tasks. However, most audio LLMs…

Human subjective evaluation is the gold standard to evaluate speech quality optimized for human perception. Perceptual objective metrics serve as a proxy for subjective scores. The conventional and widely used metrics require a reference…

Sound · Computer Science 2021-02-12 Chandan K A Reddy , Vishak Gopal , Ross Cutler

The past few years have witnessed the significant advances of speech synthesis and voice conversion technologies. However, such technologies can undermine the robustness of broadly implemented biometric identification models and can be…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-16 Haibin Wu , Heng-Cheng Kuo , Naijun Zheng , Kuo-Hsuan Hung , Hung-Yi Lee , Yu Tsao , Hsin-Min Wang , Helen Meng
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