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Existing appliance assets suffer from poor rendering, incomplete mechanisms, and misalignment with manuals, leading to simulation-reality gaps that hinder appliance manipulation development. In this work, we introduce the RealAppliance…

Operating home appliances, among the most common tools in every household, is a critical capability for assistive home robots. This paper presents ApBot, a robot system that operates novel household appliances by "reading" their user…

Robotics · Computer Science 2025-07-24 Jian Zhang , Hanbo Zhang , Anxing Xiao , David Hsu

The purpose of this benchmark is to evaluate the planning and control aspects of robotic in-hand manipulation systems. The goal is to assess the system's ability to change the pose of a hand-held object by either using the fingers,…

In this paper, we explore an important yet underexplored task in robot manipulation: cycle-based manipulation, where robots need to perform cyclic or repetitive actions with an expected terminal time. These tasks are crucial in daily life,…

Robotics · Computer Science 2026-03-31 Yi-Lin Wei , Haoran Liao , Yuhao Lin , Pengyue Wang , Zhizhao Liang , Guiliang Liu , Wei-Shi Zheng

Benchmarking provides experimental evidence of the scientific baseline to enhance the progression of fundamental research, which is also applicable to robotics. In this paper, we propose a method to benchmark metrics of robotic…

Robotics · Computer Science 2023-06-09 Xiaobo Liu , Fang Wan , Sheng Ge , Haokun Wang , Haoran Sun , Chaoyang Song

In this paper, we propose a real-world benchmark for studying robotic learning in the context of functional manipulation: a robot needs to accomplish complex long-horizon behaviors by composing individual manipulation skills in functionally…

Robotics · Computer Science 2024-09-04 Jianlan Luo , Charles Xu , Fangchen Liu , Liam Tan , Zipeng Lin , Jeffrey Wu , Pieter Abbeel , Sergey Levine

In recent years, the remarkable progress of large language models (LLMs) has sparked interest in task automation, which involves decomposing complex tasks described by user instructions into sub-tasks and invoking external tools to execute…

Computation and Language · Computer Science 2024-11-04 Yongliang Shen , Kaitao Song , Xu Tan , Wenqi Zhang , Kan Ren , Siyu Yuan , Weiming Lu , Dongsheng Li , Yueting Zhuang

We present a benchmark to facilitate simulated manipulation; an attempt to overcome the obstacles of physical benchmarks through the distribution of a real world, ground truth dataset. Users are given various simulated manipulation tasks…

Robotics · Computer Science 2019-11-28 Jack Collins , Jessie McVicar , David Wedlock , Ross Brown , David Howard , Jürgen Leitner

When novices fabricate, they start by choosing a workflow (e.g., laser cutting, 3D printing, etc.) and corresponding software from a narrow set they know. As they advance their design, another workflow might better suit their intent, but…

Human-Computer Interaction · Computer Science 2026-02-17 Shuo Feng , Xuening Wang , Yifan , Shan , Krista U Singh , Bo Liu , Amritansh Kwatra , Ritik Batra , Tobias M Weinberg , Thijs Roumen

Recommender systems are expected to be assistants that help human users find relevant information automatically without explicit queries. As recommender systems evolve, increasingly sophisticated learning techniques are applied and have…

Information Retrieval · Computer Science 2023-12-19 Zhengbang Zhu , Rongjun Qin , Junjie Huang , Xinyi Dai , Yang Yu , Yong Yu , Weinan Zhang

This paper introduces Amazon Robotic Manipulation Benchmark (ARMBench), a large-scale, object-centric benchmark dataset for robotic manipulation in the context of a warehouse. Automation of operations in modern warehouses requires a robotic…

Robotics · Computer Science 2023-03-30 Chaitanya Mitash , Fan Wang , Shiyang Lu , Vikedo Terhuja , Tyler Garaas , Felipe Polido , Manikantan Nambi

Manipulating garments and fabrics has long been a critical endeavor in the development of home-assistant robots. However, due to complex dynamics and topological structures, garment manipulations pose significant challenges. Recent…

Robotics · Computer Science 2024-12-24 Haoran Lu , Ruihai Wu , Yitong Li , Sijie Li , Ziyu Zhu , Chuanruo Ning , Yan Shen , Longzan Luo , Yuanpei Chen , Hao Dong

We introduce BiGym, a new benchmark and learning environment for mobile bi-manual demo-driven robotic manipulation. BiGym features 40 diverse tasks set in home environments, ranging from simple target reaching to complex kitchen cleaning.…

Robotics · Computer Science 2024-07-12 Nikita Chernyadev , Nicholas Backshall , Xiao Ma , Yunfan Lu , Younggyo Seo , Stephen James

Recently, there has been a wealth of development in motion planning for robotic manipulation new motion planners are continuously proposed, each with their own unique strengths and weaknesses. However, evaluating new planners is challenging…

To enable general-purpose robots, we will require the robot to operate daily articulated objects as humans do. Current robot manipulation has heavily relied on using a parallel gripper, which restricts the robot to a limited set of objects.…

Robotics · Computer Science 2023-05-11 Chen Bao , Helin Xu , Yuzhe Qin , Xiaolong Wang

Nowadays, automation not only permeates industry but also becomes a substantial part of our private, everyday lives. Driven by the idea of increased convenience and more time for the "important things in life," automation relieves us from…

Human-Computer Interaction · Computer Science 2020-09-30 Holger Klapperich , Alarith Uhde , Marc Hassenzahl

Performing general language-conditioned bimanual manipulation tasks is of great importance for many applications ranging from household service to industrial assembly. However, collecting bimanual manipulation data is expensive due to the…

Robotics · Computer Science 2025-03-28 Guanxing Lu , Tengbo Yu , Haoyuan Deng , Season Si Chen , Yansong Tang , Ziwei Wang

We present BulletArm, a novel benchmark and learning-environment for robotic manipulation. BulletArm is designed around two key principles: reproducibility and extensibility. We aim to encourage more direct comparisons between robotic…

Robotics · Computer Science 2022-10-19 Dian Wang , Colin Kohler , Xupeng Zhu , Mingxi Jia , Robert Platt

Human-robot collaboration requires the contactless estimation of the physical properties of containers manipulated by a person, for example while pouring content in a cup or moving a food box. Acoustic and visual signals can be used to…

Multimedia · Computer Science 2022-03-07 A. Xompero , Y. L. Pang , T. Patten , A. Prabhakar , B. Calli , A. Cavallaro

To evaluate software maintenance techniques and tools in controlled experiments with human participants, researchers currently use projects and tasks selected on an ad-hoc basis. This can unrealistically favor their tool, and it makes the…

Software Engineering · Computer Science 2020-12-01 Matúš Sulír
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