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While recent video generation models have achieved significant visual fidelity, they often suffer from the lack of explicit physical controllability and plausibility. To address this, some recent studies attempted to guide the video…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Haoze Zhang , Tianyu Huang , Zichen Wan , Xiaowei Jin , Hongzhi Zhang , Hui Li , Wangmeng Zuo

Image animation is a key task in computer vision which aims to generate dynamic visual content from static image. Recent image animation methods employ neural based rendering technique to generate realistic animations. Despite these…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Zuozhuo Dai , Zhenghao Zhang , Yao Yao , Bingxue Qiu , Siyu Zhu , Long Qin , Weizhi Wang

In the animation industry, cartoon videos are usually produced at low frame rate since hand drawing of such frames is costly and time-consuming. Therefore, it is desirable to develop computational models that can automatically interpolate…

计算机视觉与模式识别 · 计算机科学 2021-04-07 Li Siyao , Shiyu Zhao , Weijiang Yu , Wenxiu Sun , Dimitris N. Metaxas , Chen Change Loy , Ziwei Liu

We propose a unified framework for motion control in video generation that seamlessly integrates camera movement, object-level translation, and fine-grained local motion using trajectory-based inputs. In contrast to prior methods that…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Angtian Wang , Haibin Huang , Jacob Zhiyuan Fang , Yiding Yang , Chongyang Ma

Current video models fail as world model as they lack fine-graiend control. General-purpose household robots require real-time fine motor control to handle delicate tasks and urgent situations. In this work, we introduce fine-grained…

计算机视觉与模式识别 · 计算机科学 2025-10-03 Yichen Li , Antonio Torralba

Unsupervised generation of clothed virtual humans with various appearance and animatable poses is important for creating 3D human avatars and other AR/VR applications. Existing methods are either limited to rigid object modeling, or not…

计算机视觉与模式识别 · 计算机科学 2022-08-02 Jianfeng Zhang , Zihang Jiang , Dingdong Yang , Hongyi Xu , Yichun Shi , Guoxian Song , Zhongcong Xu , Xinchao Wang , Jiashi Feng

We present Emu Video, a text-to-video generation model that factorizes the generation into two steps: first generating an image conditioned on the text, and then generating a video conditioned on the text and the generated image. We…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Rohit Girdhar , Mannat Singh , Andrew Brown , Quentin Duval , Samaneh Azadi , Sai Saketh Rambhatla , Akbar Shah , Xi Yin , Devi Parikh , Ishan Misra

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 generation models have emerged as high-fidelity models of the physical world, capable of synthesizing high-quality videos capturing fine-grained interactions between agents and their environments conditioned on multi-modal user…

Perceiving the shape and material of an object from a single image is inherently ambiguous, especially when lighting is unknown and unconstrained. Despite this, humans can often disentangle shape and material, and when they are uncertain,…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Xinran Nicole Han , Ko Nishino , Todd Zickler

Animating stylized avatars with dynamic poses and expressions has attracted increasing attention for its broad range of applications. Previous research has made significant progress by training controllable generative models to synthesize…

Recent advances in image and video generation raise hopes that these models possess world modeling capabilities, the ability to generate realistic, physically plausible videos. This could revolutionize applications in robotics, autonomous…

Traditional 3D morphable face models (3DMMs) provide fine-grained control over expression but cannot easily capture geometric and appearance details. Neural volumetric representations approach photorealism but are hard to animate and do not…

计算机视觉与模式识别 · 计算机科学 2022-11-07 Yufeng Zheng , Victoria Fernández Abrevaya , Marcel C. Bühler , Xu Chen , Michael J. Black , Otmar Hilliges

Recent advancements in video generation have substantially improved visual quality and temporal coherence, making these models increasingly appealing for applications such as autonomous driving, particularly in the context of driving…

计算机视觉与模式识别 · 计算机科学 2025-08-25 Chun-Peng Chang , Chen-Yu Wang , Julian Schmidt , Holger Caesar , Alain Pagani

Recent communities have seen significant progress in building photo-realistic animatable avatars from sparse multi-view videos. However, current workflows struggle to render realistic garment dynamics for loose-fitting characters as they…

计算机视觉与模式识别 · 计算机科学 2024-01-30 Beijia Chen , Yuefan Shen , Qing Shuai , Xiaowei Zhou , Kun Zhou , Youyi Zheng

Recent advances in 3D content generation have amplified demand for dynamic models that are both visually realistic and physically consistent. However, state-of-the-art video diffusion models frequently produce implausible results such as…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Siwei Meng , Yawei Luo , Ping Liu

Generating rich and controllable motion is a pivotal challenge in video synthesis. We propose Boximator, a new approach for fine-grained motion control. Boximator introduces two constraint types: hard box and soft box. Users select objects…

计算机视觉与模式识别 · 计算机科学 2024-02-05 Jiawei Wang , Yuchen Zhang , Jiaxin Zou , Yan Zeng , Guoqiang Wei , Liping Yuan , Hang Li

Image animation consists of generating a video sequence so that an object in a source image is animated according to the motion of a driving video. Our framework addresses this problem without using any annotation or prior information about…

计算机视觉与模式识别 · 计算机科学 2020-10-02 Aliaksandr Siarohin , Stéphane Lathuilière , Sergey Tulyakov , Elisa Ricci , Nicu Sebe

Video generation is an inherently challenging task, as it requires modeling realistic temporal dynamics as well as spatial content. Existing methods entangle the two intrinsically different tasks of motion and content creation in a single…

计算机视觉与模式识别 · 计算机科学 2020-01-13 Ximeng Sun , Huijuan Xu , Kate Saenko

The demand for realistic and versatile character animation has surged, driven by its wide-ranging applications in various domains. However, the animation generation algorithms modeling human pose with 2D or 3D structures all face various…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Tianyu Sun , Zhoujie Fu , Bang Zhang , Guosheng Lin