ClonEval: An Open Voice Cloning Benchmark
Iwona Christop, Tomasz Kuczyński, Marek Kubis
DOI: http://dx.doi.org/10.15439/2026F7825
Citation: Iwona Christop, Tomasz Kuczyński, Marek Kubis (2026). ClonEval: An Open Voice Cloning Benchmark. In M. Bolanowski, M. Ganzha, M. Grzegorowski, L. Maciaszek, M. Paprzycki, A. Paszkiewicz, D. Ślęzak (eds), Proceedings of the 21st Conference on Computer Science and Intelligence Systems (FedCSIS). ACSIS, Vol. 47, pages 501–506.
Abstract. We present a new benchmark for voice cloning text-to-speech models. The benchmark consists of an evaluation protocol, an open-source library for assessing the performance of voice cloning models, and an accompanying leaderboard. The paper discusses design considerations and presents a detailed description of the evaluation procedure. The usage of the software library is explained, along with the organization of the leaderboard. The evaluation results of selected open-source models are reported.
References
- Chengyi Wang, Sanyuan Chen, Yu Wu, Ziqiang Zhang, Long Zhou, Shujie Liu, Zhuo Chen, Yanqing Liu, Huaming Wang, Jinyu Li, Lei He, Sheng Zhao, and Furu Wei, “Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers,” 2023.
- Matthew Le, Apoorv Vyas, Bowen Shi, Brian Karrer, Leda Sari, Rashel Moritz, Mary Williamson, Vimal Manohar, Yossi Adi, Jay Mahadeokar, and Wei-Ning Hsu, “Voicebox: Text-Guided Multilingual Universal Speech Generation at Scale,” in Thirty-seventh Conference on Neural Information Processing Systems, 2023.
- Seamless Communication, Loïc Barrault, Yu-An Chung, Mariano Coria Meglioli, David Dale, et al., “Seamless: Multilingual Expressive and Streaming Speech Translation,” 2023.
- Wei-Lin Chiang, Lianmin Zheng, Ying Sheng, Anastasios Nikolas Angelopoulos, Tianle Li, Dacheng Li, Hao Zhang, Banghua Zhu, Michael Jordan, Joseph E. Gonzalez, and Ion Stoica, “Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference,” 2024.
- Sanyuan Chen, Chengyi Wang, Zhengyang Chen, Yu Wu, Shujie Liu, Zhuo Chen, Jinyu Li, Naoyuki Kanda, Takuya Yoshioka, Xiong Xiao, Jian Wu, Long Zhou, Shuo Ren, Yanmin Qian, Yao Qian, Jian Wu, Michael Zeng, Xiangzhan Yu, and Furu Wei, “WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing,” IEEE Journal of Selected Topics in Signal Processing, vol. 16, no. 6, pp. 1505–1518, Oct. 2022.
- Vassil Panayotov, Guoguo Chen, Daniel Povey, and Sanjeev Khudanpur, “Librispeech: An ASR corpus based on public domain audio books,” in 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2015, pp. 5206–5210.
- Houwei Cao, David G. Cooper, Michael K. Keutmann, Ruben C. Gur, Ani Nenkova, and Ragini Verma, “CREMA-D: Crowd-Sourced Emotional Multimodal Actors Dataset,” IEEE Transactions on Affective Computing, vol. 5, no. 4, pp. 377–390, 2014.
- Steven R. Livingstone and Frank A. Russo, “The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English,” PLOS ONE, vol. 13, no. 5, pp. 1–35, May 2018.
- S. Haq and P. J. B. Jackson, Multimodal Emotion Recognition, pp. 398–423, IGI Global, Hershey PA, Aug. 2010.
- M. Kathleen Pichora-Fuller and Kate Dupuis, “Toronto emotional speech set (TESS),” 2020.
- Brian McFee, Colin Raffel, Dawen Liang, Daniel P. W. Ellis, Matt McVicar, Eric Battenberg, and Oriol Nieto, “librosa: Audio and music signal analysis in python,” in Proceedings of the 14th Python in Science Conference, Kathryn Huff and James Bergstra, Eds., 2015, pp. 18–25.
- Gölge Eren and The Coqui TTS Team, “Coqui TTS,” 2024.
- Junyi Ao, Rui Wang, Long Zhou, Chengyi Wang, Shuo Ren, Yu Wu, Shujie Liu, Tom Ko, Qing Li, Yu Zhang, Zhihua Wei, Yao Qian, Jinyu Li, and Furu Wei, “SpeechT5: Unified-Modal Encoder-Decoder PreTraining for Spoken Language Processing,” 2022.
- OuteAI, “OuteTTS-0.2-500M,” 2024, https://huggingface.co/OuteAI/OuteTTS-0.2-500M.
- Ziqiang Zhang, Long Zhou, Chengyi Wang, Sanyuan Chen, Yu Wu, Shujie Liu, Zhuo Chen, Yanqing Liu, Huaming Wang, Jinyu Li, Lei He, Sheng Zhao, and Furu Wei, “Speak foreign languages with your own voice: Cross-lingual neural codec language modeling,” 2023.
- WhisperSpeech, “WhisperSpeech,” 2023, https://github.com/WhisperSpeech/WhisperSpeech.