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Zero-shot voice conversion (VC) aims to transfer timbre from a source speaker to any unseen target speaker while preserving linguistic content. Growing application scenarios demand models with streaming inference capabilities. This has…

音频与语音处理 · 电气工程与系统科学 2025-12-23 Guobin Ma , Jixun Yao , Ziqian Ning , Yuepeng Jiang , Lingxin Xiong , Lei Xie , Pengcheng Zhu

Despite significant progress in Video Large Language Models (Video-LLMs) for offline video understanding, existing online Video-LLMs typically struggle to simultaneously process continuous frame-by-frame inputs and determine optimal…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Zhenyu Yang , Kairui Zhang , Yuhang Hu , Bing Wang , Shengsheng Qian , Bin Wen , Fan Yang , Tingting Gao , Weiming Dong , Changsheng Xu

Recent advancements in video generation models, like Stable Video Diffusion, show promising results, but primarily focus on short, single-scene videos. These models struggle with generating long videos that involve multiple scenes, coherent…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Weijia Wu , Mingyu Liu , Zeyu Zhu , Xi Xia , Haoen Feng , Wen Wang , Kevin Qinghong Lin , Chunhua Shen , Mike Zheng Shou

Current diffusion-based portrait animation models predominantly focus on enhancing visual quality and expression realism, while overlooking generation latency and real-time performance, which restricts their application range in the live…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Zhiyuan Li , Chi-Man Pun , Chen Fang , Jue Wang , Xiaodong Cun

Inferring the evolution of high-dimensional and multi-modal (e.g., spatio-temporal) physical fields from irregular sparse measurements in real time is a fundamental challenge in science and engineering. Existing approaches, including…

机器学习 · 计算机科学 2026-05-12 Panqi Chen , Yifan Sun , Shikai Fang , Xiao Fu , Lei Cheng

Recent breakthroughs in video AIGC have ushered in a transformative era for audio-driven human animation. However, conventional video dubbing techniques remain constrained to mouth region editing, resulting in discordant facial expressions…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Shaoshu Yang , Zhe Kong , Feng Gao , Meng Cheng , Xiangyu Liu , Yong Zhang , Zhuoliang Kang , Wenhan Luo , Xunliang Cai , Ran He , Xiaoming Wei

Live animation has gained immense popularity for enhancing online engagement, yet achieving high-quality, real-time, and stable animation with diffusion models remains challenging, especially on consumer-grade GPUs. Existing methods…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Zhilei Shu , Ruili Feng , Yang Cao , Zheng-Jun Zha

Text-to-story visualization is challenging due to the need for consistent interaction among multiple characters across frames. Existing methods struggle with character consistency, leading to artifact generation and inaccurate dialogue…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Ayan Banerjee , Josep Llados , Umapada Pal , Anjan Dutta

The latency bottleneck of traditional text-to-speech (TTS) systems fundamentally hinders the potential of streaming large language models (LLMs) in conversational AI. These TTS systems, typically trained and inferenced on complete…

计算与语言 · 计算机科学 2025-05-27 Richard He Bai , Zijin Gu , Tatiana Likhomanenko , Navdeep Jaitly

Although significant progress has been made in audio-driven talking head generation, text-driven methods remain underexplored. In this work, we present OmniTalker, a unified framework that jointly generates synchronized talking audio-video…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Zhongjian Wang , Peng Zhang , Jinwei Qi , Guangyuan Wang , Chaonan Ji , Sheng Xu , Bang Zhang , Liefeng Bo

We propose LiveGesture, the first fully streamable, speech-driven full-body gesture generation framework that operates with zero look-ahead and supports arbitrary sequence length. Unlike existing co-speech gesture methods, which are…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Muhammad Usama Saleem , Mayur Jagdishbhai Patel , Ekkasit Pinyoanuntapong , Zhongxing Qin , Li Yang , Hongfei Xue , Ahmed Helmy , Chen Chen , Pu Wang

Recent advances in text-to-audio (TTA) generation excel at synthesizing short audio clips but struggle with long-form narrative audio, which requires temporal coherence and compositional reasoning. To address this gap, we propose…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Yuxin Guo , Teng Wang , Yuying Ge , Shijie Ma , Yixiao Ge , Wei Zou , Ying Shan

Recent advances in video generation models has significantly accelerated video generation and related downstream tasks. Among these, video stylization holds important research value in areas such as immersive applications and artistic…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Hengye Lyu , Zisu Li , Yue Hong , Yueting Weng , Jiaxin Shi , Hanwang Zhang , Chen Liang

Efficient execution of deep learning workloads on dataflow architectures is crucial for overcoming memory bottlenecks and maximizing performance. While streaming intermediate results between computation kernels can significantly improve…

硬件体系结构 · 计算机科学 2025-09-24 Hanchen Ye , Deming Chen

Real-time understanding of continuous video streams is essential for interactive assistants and multimodal agents operating in dynamic environments. However, most existing video reasoning approaches follow a batch paradigm that defers…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Zikang Liu , Longteng Guo , Handong Li , Ru Zhen , Xingjian He , Ruyi Ji , Xiaoming Ren , Yanhao Zhang , Haonan Lu , Jing Liu

Audio generation has long been fragmented, with speech, music, and sound effects produced by domain-specific models that fail to jointly generate coherent audio scenes from a single description. The key obstacles are insufficient…

Streaming video understanding requires models to robustly encode, store, and retrieve information from a continuous video stream to support accurate video question answering (VQA). Existing state-of-the-art approaches rely on key-value…

计算机视觉与模式识别 · 计算机科学 2026-02-23 Vatsal Agarwal , Saksham Suri , Matthew Gwilliam , Pulkit Kumar , Abhinav Shrivastava

Existing video avatar models have demonstrated impressive capabilities in scenarios such as talking, public speaking, and singing. However, the majority of these methods exhibit limited alignment with respect to text instructions,…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Ruikui Wang , Jinheng Feng , Lang Tian , Huaishao Luo , Chaochao Li , Liangbo Zhou , Huan Zhang , Youzheng Wu , Xiaodong He

Autoregressive (AR) diffusion enables streaming, interactive long-video generation by producing frames causally, yet maintaining coherence over minute-scale horizons remains challenging due to accumulated errors, motion drift, and content…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Yifei Yu , Xiaoshan Wu , Xinting Hu , Tao Hu , Yangtian Sun , Xiaoyang Lyu , Bo Wang , Lin Ma , Yuewen Ma , Zhongrui Wang , Xiaojuan Qi

The synthesis of synchronized audio-visual content is a key challenge in generative AI, with open-source models facing challenges in robust audio-video alignment. Our analysis reveals that this issue is rooted in three fundamental…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Teng Hu , Zhentao Yu , Guozhen Zhang , Zihan Su , Zhengguang Zhou , Youliang Zhang , Yuan Zhou , Qinglin Lu , Ran Yi