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Capturing general deforming scenes from monocular RGB video is crucial for many computer graphics and vision applications. However, current approaches suffer from drawbacks such as struggling with large scene deformations, inaccurate shape…

Computer Vision and Pattern Recognition · Computer Science 2023-05-05 Erik C. M. Johnson , Marc Habermann , Soshi Shimada , Vladislav Golyanik , Christian Theobalt

Text-to-3D content creation has recently received much attention, especially with the prevalence of 3D Gaussians Splatting. In general, GS-based methods comprise two key stages: initialization and rendering optimization. To achieve…

Computer Vision and Pattern Recognition · Computer Science 2024-08-05 Lutao Jiang , Hangyu Li , Lin Wang

Text-guided diffusion models have revolutionized image and video generation and have also been successfully used for optimization-based 3D object synthesis. Here, we instead focus on the underexplored text-to-4D setting and synthesize…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Huan Ling , Seung Wook Kim , Antonio Torralba , Sanja Fidler , Karsten Kreis

Collective Perception has attracted significant attention in recent years due to its advantage for mitigating occlusion and expanding the field-of-view, thereby enhancing reliability, efficiency, and, most crucially, decision-making safety.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-30 Yunshuang Yuan , Monika Sester

The reliance on large labeled datasets presents a significant challenge in medical image segmentation. Few-shot learning offers a potential solution, but existing methods often still require substantial training data. This paper proposes a…

Image and Video Processing · Electrical Eng. & Systems 2025-03-10 Haiyue Zu , Jun Ge , Heting Xiao , Jile Xie , Zhangzhe Zhou , Yifan Meng , Jiayi Ni , Junjie Niu , Linlin Zhang , Li Ni , Huilin Yang

We propose a novel approach for reconstructing animatable 3D Gaussian avatars from monocular videos captured by commodity devices like smartphones. Photorealistic 3D head avatar reconstruction from such recordings is challenging due to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-15 Jiapeng Tang , Davide Davoli , Tobias Kirschstein , Liam Schoneveld , Matthias Niessner

3D modeling is shifting from static visual representations toward physical, articulated assets that can be directly used in simulation and interaction. However, most existing 3D generation methods overlook key physical and articulation…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Ziang Cao , Fangzhou Hong , Zhaoxi Chen , Liang Pan , Ziwei Liu

Self-supervised learning (SSL) leverages vast unannotated medical datasets, yet steep technical barriers limit adoption by clinical researchers. We introduce Vision Foundry, a code-free, HIPAA-compliant platform that democratizes…

While 3D content generation has advanced significantly, existing methods still face challenges with input formats, latent space design, and output representations. This paper introduces a novel 3D generation framework that addresses these…

Computer Vision and Pattern Recognition · Computer Science 2025-04-11 Yushi Lan , Shangchen Zhou , Zhaoyang Lyu , Fangzhou Hong , Shuai Yang , Bo Dai , Xingang Pan , Chen Change Loy

Articulated object perception presents significant challenges in computer vision, particularly because most existing methods ignore temporal dynamics despite the inherently dynamic nature of such objects. The use of 4D temporal data has not…

Computer Vision and Pattern Recognition · Computer Science 2025-11-10 Manuel Gomes , Bogdan Raducanu , Miguel Oliveira

Traditional volume visualization (VolVis) methods, like direct volume rendering, suffer from rigid transfer function designs and high computational costs. Although novel view synthesis approaches enhance rendering efficiency, they require…

Human-Computer Interaction · Computer Science 2025-07-21 Kuangshi Ai , Kaiyuan Tang , Chaoli Wang

Dynamic spatial reasoning from monocular video is essential for bridging visual intelligence and the physical world, yet remains challenging for vision-language models (VLMs). Prior approaches either verbalize spatial-temporal reasoning…

Computer Vision and Pattern Recognition · Computer Science 2026-05-25 Zhangquan Chen , Manyuan Zhang , Xinlei Yu , Xiang An , Bo Li , Xin Xie , ZiDong Wang , Mingze Sun , Shuang Chen , Hongyu Li , Xiaobin Hu , Ruqi Huang

We study the problem of synthesizing a long-term dynamic video from only a single image. This is challenging since it requires consistent visual content movements given large camera motions. Existing methods either hallucinate inconsistent…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Liao Shen , Xingyi Li , Huiqiang Sun , Juewen Peng , Ke Xian , Zhiguo Cao , Guosheng Lin

Building 3D animatable head avatars from a single image is an important yet challenging problem. Existing methods generally collapse under large camera pose variations, compromising the realism of 3D avatars. In this work, we propose a new…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Shuling Zhao , Dan Xu

Multi-view detection incorporates multiple camera views to alleviate occlusion in crowded scenes, where the state-of-the-art approaches adopt homography transformations to project multi-view features to the ground plane. However, we find…

Computer Vision and Pattern Recognition · Computer Science 2023-01-05 Jiahao Ma , Jinguang Tong , Shan Wang , Wei Zhao , Zicheng Duan , Chuong Nguyen

Research and practice in Intelligent Design (ID) have significantly enhanced engineering innovation, efficiency, quality, and productivity over recent decades, fundamentally reshaping how engineering designers think, behave, and interact…

Computational Engineering, Finance, and Science · Computer Science 2025-11-25 Shuo Jiang , Min Xie , Frank Youhua Chen , Jian Ma , Jianxi Luo

Visual effects (VFX) are crucial to the expressive power of digital media, yet their creation remains a major challenge for generative AI. Prevailing methods often rely on the one-LoRA-per-effect paradigm, which is resource-intensive and…

Computer Vision and Pattern Recognition · Computer Science 2025-10-30 Baolu Li , Yiming Zhang , Qinghe Wang , Liqian Ma , Xiaoyu Shi , Xintao Wang , Pengfei Wan , Zhenfei Yin , Yunzhi Zhuge , Huchuan Lu , Xu Jia

The spatio-temporal relationship between the pixels of a video carries critical information for low-level 4D perception tasks. A single model that reasons about it should be able to solve several such tasks well. Yet, most state-of-the-art…

Computer Vision and Pattern Recognition · Computer Science 2025-10-03 Abhishek Badki , Hang Su , Bowen Wen , Orazio Gallo

Dense 3D reconstruction and tracking of dynamic scenes from monocular video remains an important open challenge in computer vision. Progress in this area has been constrained by the scarcity of high-quality datasets with dense, complete,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-07 Zeren Jiang , Yushi Lan , Yihang Luo , Yufan Deng , Zihang Lai , Edgar Sucar , Christian Rupprecht , Iro Laina , Diane Larlus , Chuanxia Zheng , Andrea Vedaldi

Independent indoor mobility remains a critical challenge for individuals with visual impairments, largely due to the limited capability of existing assistive systems in detecting fine-grained hazardous objects such as chairs, tables, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-16 Qi He , XiangXiang Wang , Jingtao Zhang , Yongbin Yu , Hongxiang Chu , Manping Fan , JingYe Cai , Zhenglin Yang
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