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We aim to build complex humanoid agents that integrate perception, motor control, and memory. In this work, we partly factor this problem into low-level motor control from proprioception and high-level coordination of the low-level skills…

人工智能 · 计算机科学 2019-01-16 Josh Merel , Arun Ahuja , Vu Pham , Saran Tunyasuvunakool , Siqi Liu , Dhruva Tirumala , Nicolas Heess , Greg Wayne

The primary goal of skeletal motion prediction is to generate future motion by observing a sequence of 3D skeletons. A key challenge in motion prediction is the fact that a motion can often be performed in several different ways, with each…

计算机视觉与模式识别 · 计算机科学 2020-02-18 Junfeng Hu , Zhencheng Fan , Jun Liao , Li Liu

The automatic design of robots has existed for 30 years but has been constricted by serial non-differentiable design evaluations, premature convergence to simple bodies or clumsy behaviors, and a lack of sim2real transfer to physical…

机器人学 · 计算机科学 2024-05-28 Luke Strgar , David Matthews , Tyler Hummer , Sam Kriegman

This study addresses the problem of 3D human mesh reconstruction from multi-view images. Recently, approaches that directly estimate the skinned multi-person linear model (SMPL)-based human mesh vertices based on volumetric heatmap…

计算机视觉与模式识别 · 计算机科学 2023-06-30 Sungho Chun , Sungbum Park , Ju Yong Chang

Humans and animals excel in combining information from multiple sensory modalities, controlling their complex bodies, adapting to growth, failures, or using tools. These capabilities are also highly desirable in robots. They are displayed…

机器人学 · 计算机科学 2022-11-08 Matej Hoffmann

Predicting movement of objects while the action of learning agent interacts with the dynamics of the scene still remains a key challenge in robotics. We propose a multi-layer Long Short Term Memory (LSTM) autoendocer network that predicts…

机器学习 · 计算机科学 2018-10-15 Meenakshi Sarkar , Debasish Ghose

Faced with strong demand for robots working in underwater pipeline environments, a novel underwater multi-model locomotion robot is designed and studied in this research. By mimicking the earthworm's metameric body, the robot is segmented…

机器人学 · 计算机科学 2021-08-13 Hongbin Fang , Zihan He , Jian Xu

One of the typical purposes of using lower-limb exoskeleton robots is to provide assistance to the wearer by supporting their weight and augmenting their physical capabilities according to a given task and human motion intentions. The…

机器人学 · 计算机科学 2023-09-27 Yu Chen , Gong Chen , Jing Ye , Chenglong Fu , Bin Liang , Xiang Li

Electromyogram (EMG) signals recorded from the skin surface enable intuitive control of assistive devices such as prosthetic limbs. However, in EMG-based motion recognition, collecting comprehensive training data for all target motions…

信号处理 · 电气工程与系统科学 2025-05-22 Itsuki Yazawa , Seitaro Yoneda , Akira Furui

Understanding human motion beyond surface kinematics is crucial for motion analysis, rehabilitation, and injury risk assessment. However, progress in this domain is limited by the lack of large-scale datasets with biomechanical annotations,…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Yujun Huo , He Zhang , Chentao Song , Honglin Song , Zongyu Zuo , Tao Yu

Designing generative models for 3D structural brain MRI that synthesize morphologically-plausible and attribute-specific (e.g., age, sex, disease state) samples is an active area of research. Existing approaches based on frameworks like…

图像与视频处理 · 电气工程与系统科学 2025-08-04 Alan Q. Wang , Fangrui Huang , Bailey Trang , Wei Peng , Mohammad Abbasi , Kilian Pohl , Mert Sabuncu , Ehsan Adeli

Robots will become ubiquitously useful only when they can use few attempts to teach themselves to perform different tasks, even with complex bodies and in dynamical environments. Vertebrates, in fact, successfully use trial-and-error to…

机器人学 · 计算机科学 2018-10-23 Ali Marjaninejad , Darío Urbina-Meléndez , Brian A. Cohn , Francisco J. Valero-Cuevas

Data generation is a data augmentation technique for enhancing the generalization ability for skeleton-based human action recognition. Most existing data generation methods face challenges to ensure the temporal consistency of the dynamic…

计算机视觉与模式识别 · 计算机科学 2024-01-31 Long Liu , Xin Wang , Fangming Li , Jiayu Chen

Floating-base multi-link robots can change their shape during flight, making them well-suited for applications in confined environments such as autonomous inspection and search and rescue. However, trajectory planning for such systems…

机器人学 · 计算机科学 2026-04-07 Yicheng Chen , Jinjie Li , Haokun Liu , Zicheng Luo , Kotaro Kaneko , Moju Zhao

Anatomy shape modeling is a fundamental problem in medical data analysis. However, the geometric complexity and topological variability of anatomical structures pose significant challenges to accurate anatomical shape generation. In this…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Guoqing Zhang , Jingyun Yang , Siqi Chen , Anping Zhang , Yang Li

The growing complexity of spatial and structural information in 3D data makes data inspection and visualization a challenging task. We describe a method to create a planar embedding of 3D treelike structures using their skeleton…

图形学 · 计算机科学 2022-02-23 Ping Hu , Saeed Boorboor , Joseph Marino , Arie E. Kaufman

Validating robotic systems in safety-critical appli-cations requires testing in many scenarios including rare edgecases that are unlikely to occur, requiring to complement real-world testing with testing in simulation. Generative models…

机器学习 · 计算机科学 2024-03-19 Johannes Fischer , Kevin Rösch , Martin Lauer , Christoph Stiller

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

Supernumerary robotic limbs (SLs) have the potential to transform a wide range of human activities, yet their usability remains limited by key technical challenges, particularly in ensuring safety and achieving versatile control. Here, we…

机器人学 · 计算机科学 2026-02-18 Xuanyun Qiu , Dorian Verdel , Hector Cervantes-Culebro , Alexis Devillard , Etienne Burdet

Supernumerary robotic limbs (SRLs) are robotic structures integrated closely with the user's body, which augment human physical capabilities and necessitate seamless, naturalistic human-machine interaction. For effective assistance in…