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Diffusion and flow-matching models have revolutionized automatic text-to-audio generation in recent times. These models are increasingly capable of generating high quality and faithful audio outputs capturing to speech and acoustic events.…

We propose a semi-supervised singing synthesizer, which is able to learn new voices from audio data only, without any annotations such as phonetic segmentation. Our system is an encoder-decoder model with two encoders, linguistic and…

声音 · 计算机科学 2020-11-06 Jordi Bonada , Merlijn Blaauw

We present a novel approach to data-to-text generation based on iterative text editing. Our approach maximizes the completeness and semantic accuracy of the output text while leveraging the abilities of recent pre-trained models for text…

计算与语言 · 计算机科学 2021-01-29 Zdeněk Kasner , Ondřej Dušek

MusicGen is a music generation language model (LM) that can be conditioned on textual descriptions and melodic features. We introduce MusicGen-Chord, which extends this capability by incorporating chord progression features. This model…

声音 · 计算机科学 2024-12-03 Jongmin Jung , Andreas Jansson , Dasaem Jeong

Singing Voice Synthesis (SVS) aims to generate expressive vocal performances from structured musical inputs such as lyrics and pitch sequences. While recent progress in discrete codec-based speech synthesis has enabled zero-shot generation…

声音 · 计算机科学 2026-04-14 Junchuan Zhao , Wei Zeng , Tianle Lyu , Ye Wang

Despite the impressive progress of multimodal generative models, video-to-audio generation still suffers from limited performance and limits the flexibility to prioritize sound synthesis for specific objects within the scene. Conversely,…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Yujin Jeong , Yunji Kim , Sanghyuk Chun , Jiyoung Lee

We present Step-Audio-EditX, the first open-source LLM-based audio model excelling at expressive and iterative audio editing encompassing emotion, speaking style, and paralinguistics alongside robust zero-shot text-to-speech (TTS)…

Recent advancements in generative models have significantly enhanced talking face video generation, yet singing video generation remains underexplored. The differences between human talking and singing limit the performance of existing…

计算机视觉与模式识别 · 计算机科学 2024-12-05 Yan Li , Ziya Zhou , Zhiqiang Wang , Wei Xue , Wenhan Luo , Yike Guo

Recent advances in singing voice synthesis (SVS) have attracted substantial attention from both academia and industry. With the advent of large language models and novel generative paradigms, producing controllable, high-fidelity singing…

音频与语音处理 · 电气工程与系统科学 2026-01-22 Changhao Pan , Dongyu Yao , Yu Zhang , Wenxiang Guo , Jingyu Lu , Zhiyuan Zhu , Zhou Zhao

Recent advancements in 3D diffusion-based semantic scene generation have gained attention. However, existing methods rely on unconditional generation and require multiple resampling steps when editing scenes, which significantly limits…

计算机视觉与模式识别 · 计算机科学 2024-11-20 Haowen Zheng , Yanyan Liang

This paper explores the modeling method of polyphonic music sequence. Due to the great potential of Transformer models in music generation, controllable music generation is receiving more attention. In the task of polyphonic music, current…

声音 · 计算机科学 2023-11-29 Jiuyang Zhou , Tengfei Niu , Hong Zhu , Xingping Wang

Pretrained language models have been shown to be effective in many software-related generation tasks; however, they are not well-suited for editing tasks as they are not designed to reason about edits. To address this, we propose a novel…

软件工程 · 计算机科学 2022-09-15 Jiyang Zhang , Sheena Panthaplackel , Pengyu Nie , Junyi Jessy Li , Milos Gligoric

Style control has been popular in video generation models. Existing methods often generate videos far from the given style, cause content leakage, and struggle to transfer one video to the desired style. Our first observation is that the…

计算机视觉与模式识别 · 计算机科学 2024-12-11 Zixuan Ye , Huijuan Huang , Xintao Wang , Pengfei Wan , Di Zhang , Wenhan Luo

We propose a sequence-to-sequence singing synthesizer, which avoids the need for training data with pre-aligned phonetic and acoustic features. Rather than the more common approach of a content-based attention mechanism combined with an…

声音 · 计算机科学 2020-02-21 Merlijn Blaauw , Jordi Bonada

Creating music is iterative, requiring varied methods at each stage. However, existing AI music systems fall short in orchestrating multiple subsystems for diverse needs. To address this gap, we introduce Loop Copilot, a novel system that…

声音 · 计算机科学 2024-09-02 Yixiao Zhang , Akira Maezawa , Gus Xia , Kazuhiko Yamamoto , Simon Dixon

Singing voice synthesis (SVS) is a task that aims to generate audio signals according to musical scores and lyrics. With its multifaceted nature concerning music and language, producing singing voices indistinguishable from that of human…

音频与语音处理 · 电气工程与系统科学 2021-10-07 Yin-Ping Cho , Fu-Rong Yang , Yung-Chuan Chang , Ching-Ting Cheng , Xiao-Han Wang , Yi-Wen Liu

Lifelong learning enables large language models (LLMs) to adapt to evolving information by continually updating their internal knowledge. An ideal system should support efficient, wide-ranging updates while preserving existing capabilities…

计算与语言 · 计算机科学 2026-03-11 Xiaojie Gu , Ziying Huang , Jia-Chen Gu , Kai Zhang

Diffusion models have shown promising results in cross-modal generation tasks, including text-to-image and text-to-audio generation. However, generating music, as a special type of audio, presents unique challenges due to limited…

声音 · 计算机科学 2023-08-04 Ke Chen , Yusong Wu , Haohe Liu , Marianna Nezhurina , Taylor Berg-Kirkpatrick , Shlomo Dubnov

Talking-head video editing aims to efficiently insert, delete, and substitute the word of a pre-recorded video through a text transcript editor. The key challenge for this task is obtaining an editing model that generates new talking-head…

多媒体 · 计算机科学 2023-09-21 Songlin Yang , Wei Wang , Jun Ling , Bo Peng , Xu Tan , Jing Dong

Discrete representation has shown advantages in speech generation tasks, wherein discrete tokens are derived by discretizing hidden features from self-supervised learning (SSL) pre-trained models. However, the direct application of speech…

声音 · 计算机科学 2024-06-21 Yuxun Tang , Yuning Wu , Jiatong Shi , Qin Jin