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In this paper, we present VideoGen, a text-to-video generation approach, which can generate a high-definition video with high frame fidelity and strong temporal consistency using reference-guided latent diffusion. We leverage an…

计算机视觉与模式识别 · 计算机科学 2023-09-08 Xin Li , Wenqing Chu , Ye Wu , Weihang Yuan , Fanglong Liu , Qi Zhang , Fu Li , Haocheng Feng , Errui Ding , Jingdong Wang

High-quality driving video generation is crucial for providing training data for autonomous driving models. However, current generative models rarely focus on enhancing camera motion control under multi-view tasks, which is essential for…

计算机视觉与模式识别 · 计算机科学 2024-09-12 Yining Yao , Xi Guo , Chenjing Ding , Wei Wu

Audio-driven cospeech video generation typically involves two stages: speech-to-gesture and gesture-to-video. While significant advances have been made in speech-to-gesture generation, synthesizing natural expressions and gestures remains…

计算机视觉与模式识别 · 计算机科学 2025-04-14 Renda Li , Xiaohua Qi , Qiang Ling , Jun Yu , Ziyi Chen , Peng Chang , Mei HanJing Xiao

The "one-shot" technique represents a distinct and sophisticated aesthetic in filmmaking. However, its practical realization is often hindered by prohibitive costs and complex real-world constraints. Although emerging video generation…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Jiawei Liu , Junqiao Li , Jiangfan Deng , Gen Li , Siyu Zhou , Zetao Fang , Shanshan Lao , Zengde Deng , Jianing Zhu , Tingting Ma , Jiayi Li , Yunqiu Wang , Qian He , Xinglong Wu

We introduce Lumiere -- a text-to-video diffusion model designed for synthesizing videos that portray realistic, diverse and coherent motion -- a pivotal challenge in video synthesis. To this end, we introduce a Space-Time U-Net…

DiT-based video generation has achieved remarkable results, but research into enhancing existing models remains relatively unexplored. In this work, we introduce a training-free approach to enhance the coherence and quality of DiT-based…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Yang Luo , Xuanlei Zhao , Mengzhao Chen , Kaipeng Zhang , Wenqi Shao , Kai Wang , Zhangyang Wang , Yang You

Recent advancements in zero-shot text-to-speech (TTS) modeling have led to significant strides in generating high-fidelity and diverse speech. However, dialogue generation, along with achieving human-like naturalness in speech, continues to…

音频与语音处理 · 电气工程与系统科学 2024-12-17 Leying Zhang , Yao Qian , Long Zhou , Shujie Liu , Dongmei Wang , Xiaofei Wang , Midia Yousefi , Yanmin Qian , Jinyu Li , Lei He , Sheng Zhao , Michael Zeng

The ability to envisage the visual of a talking face based just on hearing a voice is a unique human capability. There have been a number of works that have solved for this ability recently. We differ from these approaches by enabling a…

计算机视觉与模式识别 · 计算机科学 2020-11-24 Ravindra Yadav , Ashish Sardana , Vinay P Namboodiri , Rajesh M Hegde

Generating controllable videos conforming to user intentions is an appealing yet challenging topic in computer vision. To enable maneuverable control in line with user intentions, a novel video generation task, named Text-Image-to-Video…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Yaosi Hu , Chong Luo , Zhenzhong Chen

Recent advances in diffusion models bring new vitality to visual content creation. However, current text-to-video generation models still face significant challenges such as high training costs, substantial data requirements, and…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Sicong Feng , Jielong Yang , Li Peng

Existing text-to-video diffusion models rely solely on text-only encoders for their pretraining. This limitation stems from the absence of large-scale multimodal prompt video datasets, resulting in a lack of visual grounding and restricting…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Yuwei Fang , Willi Menapace , Aliaksandr Siarohin , Tsai-Shien Chen , Kuan-Chien Wang , Ivan Skorokhodov , Graham Neubig , Sergey Tulyakov

We introduce MusicInfuser, an approach that aligns pre-trained text-to-video diffusion models to generate high-quality dance videos synchronized with specified music tracks. Rather than training a multimodal audio-video or audio-motion…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Susung Hong , Ira Kemelmacher-Shlizerman , Brian Curless , Steven M. Seitz

In recent years, AI-Generated Content (AIGC) has witnessed rapid advancements, facilitating the creation of music, images, and other artistic forms across a wide range of industries. However, current models for image- and video-to-music…

声音 · 计算机科学 2024-11-26 Jiajun Li , Tianze Xu , Xuesong Chen , Xinrui Yao , Shuchang Liu

In video game design, audio (both environmental background music and object sound effects) play a critical role. Sounds are typically pre-created assets designed for specific locations or objects in a game. However, user-generated content…

人机交互 · 计算机科学 2024-04-29 Thomas Marrinan , Pakeeza Akram , Oli Gurmessa , Anthony Shishkin

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

多媒体 · 计算机科学 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

Numerous studies in the field of music generation have demonstrated impressive performance, yet virtually no models are able to directly generate music to match accompanying videos. In this work, we develop a generative music AI framework,…

声音 · 计算机科学 2024-06-03 Jaeyong Kang , Soujanya Poria , Dorien Herremans

Video-to-Audio (V2A) Generation achieves significant progress and plays a crucial role in film and video post-production. However, current methods overlook the cinematic language, a critical component of artistic expression in filmmaking.…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Feizhen Huang , Yu Wu , Yutian Lin , Bo Du

Videos depict the change of complex dynamical systems over time in the form of discrete image sequences. Generating controllable videos by learning the dynamical system is an important yet underexplored topic in the computer vision…

计算机视觉与模式识别 · 计算机科学 2023-04-05 Yucheng Xu , Li Nanbo , Arushi Goel , Zijian Guo , Zonghai Yao , Hamidreza Kasaei , Mohammadreze Kasaei , Zhibin Li

Generating combined visual and auditory sensory experiences is critical for the consumption of immersive content. Recent advances in neural generative models have enabled the creation of high-resolution content across multiple modalities…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Rishit Dagli , Shivesh Prakash , Robert Wu , Houman Khosravani

360{\deg} videos have emerged as a promising medium to represent our dynamic visual world. Compared to the "tunnel vision" of standard cameras, their borderless field of view offers a more complete perspective of our surroundings. While…

计算机视觉与模式识别 · 计算机科学 2026-04-24 Rundong Luo , Matthew Wallingford , Ali Farhadi , Noah Snavely , Wei-Chiu Ma
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