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相关论文: ViTa-Zero: Zero-shot Visuotactile Object 6D Pose E…

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When manipulating an object to accomplish complex tasks, humans rely on both vision and touch to keep track of the object's 6D pose. However, most existing object pose tracking systems in robotics rely exclusively on visual signals, which…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Yun Liu , Xiaomeng Xu , Weihang Chen , Haocheng Yuan , He Wang , Jing Xu , Rui Chen , Li Yi

Obtaining accurate 3D object poses is vital for numerous computer vision applications, such as 3D reconstruction and scene understanding. However, annotating real-world objects is time-consuming and challenging. While synthetically…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Jiahao Yang , Wufei Ma , Angtian Wang , Xiaoding Yuan , Alan Yuille , Adam Kortylewski

Vision-based robotic object grasping is typically investigated in the context of isolated objects or unstructured object sets in bin picking scenarios. However, there are several settings, such as construction or warehouse automation, where…

机器人学 · 计算机科学 2025-06-17 Sai Srinivas Jeevanandam , Sandeep Inuganti , Shreedhar Govil , Didier Stricker , Jason Rambach

To use robots in more unstructured environments, we have to accommodate for more complexities. Robotic systems need more awareness of the environment to adapt to uncertainty and variability. Although cameras have been predominantly used in…

机器人学 · 计算机科学 2025-06-23 Viral Rasik Galaiya

Robotic grasping is a fundamental capability for enabling autonomous manipulation, with usually infinite solutions. State-of-the-art approaches for grasping rely on learning from large-scale datasets comprising expert annotations of…

机器人学 · 计算机科学 2026-03-17 Manav Kulshrestha , S. Talha Bukhari , Damon Conover , Aniket Bera

Capturing accurate 3D human pose in the wild would provide valuable data for training pose estimation and motion generation methods. While video-based estimation approaches have become increasingly accurate, they often fail in common…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Maria-Paola Forte , Nikos Athanasiou , Giulia Ballardini , Jan Ulrich Bartels , Katherine J. Kuchenbecker , Michael J. Black

Vision-Language Models (VLMs) have demonstrated impressive capabilities in zero-shot action recognition by learning to associate video embeddings with class embeddings. However, a significant challenge arises when relying solely on action…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Yehna Kim , Young-Eun Kim , Seong-Whan Lee

In the current state of 6D pose estimation, top-performing techniques depend on complex intermediate correspondences, specialized architectures, and non-end-to-end algorithms. In contrast, our research reframes the problem as a…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Sebastian Stapf , Tobias Bauernfeind , Marco Riboldi

Estimating the relative pose of a new object without prior knowledge is a hard problem, while it is an ability very much needed in robotics and Augmented Reality. We present a method for tracking the 6D motion of objects in RGB video…

计算机视觉与模式识别 · 计算机科学 2022-10-04 Van Nguyen Nguyen , Yuming Du , Yang Xiao , Michael Ramamonjisoa , Vincent Lepetit

Deep learning-based object pose estimators are often unreliable and overconfident especially when the input image is outside the training domain, for instance, with sim2real transfer. Efficient and robust uncertainty quantification (UQ) in…

机器人学 · 计算机科学 2021-03-29 Guanya Shi , Yifeng Zhu , Jonathan Tremblay , Stan Birchfield , Fabio Ramos , Animashree Anandkumar , Yuke Zhu

Template-based 3D object tracking still lacks a high-precision benchmark of real scenes due to the difficulty of annotating the accurate 3D poses of real moving video objects without using markers. In this paper, we present a multi-view…

计算机视觉与模式识别 · 计算机科学 2022-03-28 Jiachen Li , Bin Wang , Shiqiang Zhu , Xin Cao , Fan Zhong , Wenxuan Chen , Te Li , Jason Gu , Xueying Qin

Tactile perception is a crucial sensing modality in robotics, particularly in scenarios that require precise manipulation and safe interaction with other objects. Previous research in this area has focused extensively on tactile perception…

机器人学 · 计算机科学 2023-06-27 John Lloyd , Nathan Lepora

3D object pose estimation is a challenging task. Previous works always require thousands of object images with annotated poses for learning the 3D pose correspondence, which is laborious and time-consuming for labeling. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Fengrui Tian , Yaoyao Liu , Adam Kortylewski , Yueqi Duan , Shaoyi Du , Alan Yuille , Angtian Wang

Object pose estimation is an integral part of robot vision and AR. Previous 6D pose retrieval pipelines treat the problem either as a regression task or discretize the pose space to classify. We change this paradigm and reformulate the…

计算机视觉与模式识别 · 计算机科学 2020-12-02 Benjamin Busam , Hyun Jun Jung , Nassir Navab

We propose a fast and accurate method of 6D object pose estimation for bin-picking of mechanical parts by a robot manipulator. We extend the single-shot approach to stereo vision by application of attention architecture. Our convolutional…

计算机视觉与模式识别 · 计算机科学 2020-05-29 Yoshihiro Nakano

Object pose recovery has gained increasing attention in the computer vision field as it has become an important problem in rapidly evolving technological areas related to autonomous driving, robotics, and augmented reality. Existing…

计算机视觉与模式识别 · 计算机科学 2020-04-22 Caner Sahin , Guillermo Garcia-Hernando , Juil Sock , Tae-Kyun Kim

Accurate and robust object state estimation enables successful object manipulation. Visual sensing is widely used to estimate object poses. However, in a cluttered scene or in a tight workspace, the robot's end-effector often occludes the…

机器人学 · 计算机科学 2018-05-16 Kuan-Ting Yu , Alberto Rodriguez

To precisely reach for an object with a humanoid robot, it is of central importance to have good knowledge of both end-effector, object pose and shape. In this work we propose a framework for markerless visual servoing on unknown objects,…

机器人学 · 计算机科学 2021-06-30 Claudio Fantacci , Giulia Vezzani , Ugo Pattacini , Vadim Tikhanoff , Lorenzo Natale

The paper discusses a novel vision-based estimation and control approach to enable fully autonomous tracking and landing of vertical take-off and landing (VTOL) capable unmanned aerial vehicles (UAVs) on moving platforms without relying on…

机器人学 · 计算机科学 2020-08-18 Bochan Lee , Vishnu Saj , Moble Benedict , Dileep Kalathil

Recently, end-to-end robotic manipulation models have gained significant attention for their generalizability and scalability. However, they often suffer from limited robustness to camera viewpoint changes when training with a fixed camera.…

机器人学 · 计算机科学 2026-04-24 Songen Gu , Yuhang Zheng , Weize Li , Yupeng Zheng , Yating Feng , Xiang Li , Yilun Chen , Pengfei Li , Wenchao Ding