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The rapid proliferation of generative 3D models has created a critical bottleneck in animation pipelines: rigging. Existing automated methods are fundamentally limited by their approach to skinning, treating it as an ill-posed,…

图形学 · 计算机科学 2026-02-05 Jia-peng Zhang , Cheng-Feng Pu , Meng-Hao Guo , Yan-Pei Cao , Shi-Min Hu

Structured representations such as keypoints are widely used in pose transfer, conditional image generation, animation, and 3D reconstruction. However, their supervised learning requires expensive annotation for each target domain. We…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Xingzhe He , Bastian Wandt , Helge Rhodin

We present RigAnything, a novel autoregressive transformer-based model, which makes 3D assets rig-ready by probabilistically generating joints and skeleton topologies and assigning skinning weights in a template-free manner. Unlike most…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Isabella Liu , Zhan Xu , Wang Yifan , Hao Tan , Zexiang Xu , Xiaolong Wang , Hao Su , Zifan Shi

Monocular 3D human pose estimation technologies have the potential to greatly increase the availability of human movement data. The best-performing models for single-image 2D-3D lifting use graph convolutional networks (GCNs) that typically…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Sebastian Lutz , Richard Blythman , Koustav Ghosal , Matthew Moynihan , Ciaran Simms , Aljosa Smolic

Recent advancements in large-scale generative models have significantly improved the quality and diversity of 3D shape generation. However, most existing methods focus primarily on generating static 3D models, overlooking the potentially…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Mingze Sun , Shiwei Mao , Keyi Chen , Yurun Chen , Shunlin Lu , Jingbo Wang , Junting Dong , Ruqi Huang

Robotic manipulation of deformable linear objects (DLOs) presents significant challenges due to complex dynamics and frequent self-occlusions. Existing robotic knot tying methods typically rely on precise topological state tracking with…

机器人学 · 计算机科学 2026-05-26 Jiahui Zuo , Boyang Zhang , Fumin Zhang

This paper introduces a motion retargeting method that preserves self-contacts and prevents interpenetration. Self-contacts, such as when hands touch each other or the torso or the head, are important attributes of human body language and…

计算机视觉与模式识别 · 计算机科学 2021-09-16 Ruben Villegas , Duygu Ceylan , Aaron Hertzmann , Jimei Yang , Jun Saito

Automatic labeling of coronary arteries is an essential task in the practical diagnosis process of cardiovascular diseases. For experienced radiologists, the anatomically predetermined connections are important for labeling the artery…

图像与视频处理 · 电气工程与系统科学 2023-07-25 Zhixing Zhang , Ziwei Zhao , Dong Wang , Shishuang Zhao , Yuhang Liu , Jia Liu , Liwei Wang

Link prediction is an important learning task for graph-structured data. In this paper, we propose a novel topological approach to characterize interactions between two nodes. Our topological feature, based on the extended persistent…

机器学习 · 计算机科学 2021-06-15 Zuoyu Yan , Tengfei Ma , Liangcai Gao , Zhi Tang , Chao Chen

We present JointMotion, a self-supervised pre-training method for joint motion prediction in self-driving vehicles. Our method jointly optimizes a scene-level objective connecting motion and environments, and an instance-level objective to…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Royden Wagner , Omer Sahin Tas , Marvin Klemp , Carlos Fernandez

Accurate 3D lane segment detection and topology reasoning are critical for structured online map construction in autonomous driving. Recent transformer-based approaches formulate this task as query-based set prediction, yet largely inherit…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Danny Abraham , Nikhil Kamalkumar Advani , Arun Das , Nikil Dutt

Skeleton-based action recognition aims to recognize human actions given human joint coordinates with skeletal interconnections. By defining a graph with joints as vertices and their natural connections as edges, previous works successfully…

计算机视觉与模式识别 · 计算机科学 2023-03-23 Yuxuan Zhou , Zhi-Qi Cheng , Chao Li , Yanwen Fang , Yifeng Geng , Xuansong Xie , Margret Keuper

Due to imaging artifacts and low signal-to-noise ratio in ultrasound images, automatic bone surface segmentation networks often produce fragmented predictions that can hinder the success of ultrasound-guided computer-assisted surgical…

图像与视频处理 · 电气工程与系统科学 2022-06-20 Aimon Rahman , Wele Gedara Chaminda Bandara , Jeya Maria Jose Valanarasu , Ilker Hacihaliloglu , Vishal M Patel

Modern interactive applications increasingly demand dynamic 3D content, yet the transformation of static 3D models into animated assets constitutes a significant bottleneck in content creation pipelines. While recent advances in generative…

计算机视觉与模式识别 · 计算机科学 2025-08-15 Chaoyue Song , Xiu Li , Fan Yang , Zhongcong Xu , Jiacheng Wei , Fayao Liu , Jiashi Feng , Guosheng Lin , Jianfeng Zhang

Recently, human pose estimation mainly focuses on how to design a more effective and better deep network structure as human features extractor, and most designed feature extraction networks only introduce the position of each anatomical…

计算机视觉与模式识别 · 计算机科学 2022-12-06 Zhangjian Ji , Zilong Wang , Ming Zhang , Yapeng Chen , Yuhua Qian

Point cloud registration is an important task in robotics and autonomous driving to estimate the ego-motion of the vehicle. Recent advances following the coarse-to-fine manner show promising potential in point cloud registration. However,…

计算机视觉与模式识别 · 计算机科学 2023-04-03 Chenghao Shi , Xieyuanli Chen , Huimin Lu , Wenbang Deng , Junhao Xiao , Bin Dai

This study presents a rigid-deformation decomposition framework for vehicle collision dynamics that mitigates the spectral bias of implicit neural representations, that is, coordinate-based neural networks that directly map spatio-temporal…

计算工程、金融与科学 · 计算机科学 2025-12-18 Sanghyuk Kim , Minsik Seo , Sunwoong Yang , Namwoo Kang

Developing automated and semi-automated solutions for reconstructing wiring diagrams of the brain from electron micrographs is important for advancing the field of connectomics. While the ultimate goal is to generate a graph of neuron…

计算机视觉与模式识别 · 计算机科学 2016-08-09 William Gray Roncal , Colin Lea , Akira Baruah , Gregory D. Hager

Despite rapid commercialization of surgical robots, their autonomy and real-time decision-making remain limited in practice. To address this gap, we propose ArthroCut, an autonomous policy learning framework that upgrades knee arthroplasty…

机器人学 · 计算机科学 2026-03-05 Xu Lu , Yiling Zhang , Wenquan Cheng , Longfei Ma , Fang Chen , Hongen Liao

Graph Convolutional Networks (GCNs) have long defined the state-of-the-art in skeleton-based action recognition, leveraging their ability to unravel the complex dynamics of human joint topology through the graph's adjacency matrix. However,…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Yuxuan Zhou , Zhi-Qi Cheng , Jun-Yan He , Bin Luo , Yifeng Geng , Xuansong Xie
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