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In recent times, advances in artificial intelligence (AI) and IoT have enabled seamless and viable maintenance of appliances in home and building environments. Several studies have shown that AI has the potential to provide personalized…

机器学习 · 计算机科学 2021-10-12 Viswanath Ganapathy , Sauptik Dhar , Olimpiya Saha , Pelin Kurt Garberson , Javad Heydari , Mohak Shah

Many essential manipulation tasks - such as food preparation, surgery, and craftsmanship - remain intractable for autonomous robots. These tasks are characterized not only by contact-rich, force-sensitive dynamics, but also by their…

机器人学 · 计算机科学 2026-03-04 Toru Lin , Shuying Deng , Zhao-Heng Yin , Pieter Abbeel , Jitendra Malik

We present a new reproducible benchmark for evaluating robot manipulation in the real world, specifically focusing on pick-and-place. Our benchmark uses the YCB objects, a commonly used dataset in the robotics community, to ensure that our…

The main objective of this work is to design and construct a microcomputer based system: to control electric appliances such as light, fan, heater, washing machine, motor, TV, etc. The paper discusses two major approaches to control home…

人机交互 · 计算机科学 2010-09-28 S. M. Anamul Haque , S. M. Kamruzzaman , Md. Ashraful Islam

Benchmarks are crucial for evaluating progress in robotics and embodied AI. However, a significant gap exists between benchmarks designed for high-level language instruction following, which often assume perfect low-level execution, and…

Bimanual manipulation, i.e., the coordinated use of two robotic arms to complete tasks, is essential for achieving human-level dexterity in robotics. Recent simulation benchmarks, e.g., RoboTwin and RLBench2, have advanced data-driven…

机器人学 · 计算机科学 2026-04-08 Xingyu Peng , Chen Gao , Liankai Jin , Annan Li , Si Liu

Recent advances in large multimodal models have enabled new opportunities in embodied AI, particularly in robotic manipulation. These models have shown strong potential in generalization and reasoning, but achieving reliable and responsible…

机器人学 · 计算机科学 2025-12-05 Lei Zhang , Ju Dong , Kaixin Bai , Minheng Ni , Zoltan-Csaba Marton , Zhaopeng Chen , Jianwei Zhang

Chopsticks constitute a simple yet versatile tool that humans have used for thousands of years to perform a variety of challenging tasks ranging from food manipulation to surgery. Applying such a simple tool in a diverse repertoire of…

Manufacturing assembly tasks can vary in complexity and level of automation. Yet, achieving full automation can be challenging and inefficient, particularly due to the complexity of certain assembly operations. Human-robot collaborative…

机器人学 · 计算机科学 2024-02-02 Laura Duarte , Miguel Neves , Pedro Neto

Answering questions asked from instructional corpora such as E-manuals, recipe books, etc., has been far less studied than open-domain factoid context-based question answering. This can be primarily attributed to the absence of standard…

计算与语言 · 计算机科学 2021-09-15 Abhilash Nandy , Soumya Sharma , Shubham Maddhashiya , Kapil Sachdeva , Pawan Goyal , Niloy Ganguly

There has been considerable growth and interest in industrial applications of machine learning (ML) in recent years. ML engineers, as a consequence, are in high demand across the industry, yet improving the efficiency of ML engineers…

机器学习 · 计算机科学 2020-05-05 Anh Truong , Austin Walters , Jeremy Goodsitt , Keegan Hines , C. Bayan Bruss , Reza Farivar

The COMPARE Ecosystem aims to improve the compatibility and benchmarking of open-source products for robot manipulation through a series of activities. One such activity is the development of standards and guidelines to specify…

机器人学 · 计算机科学 2025-09-30 Huajing Zhao , Brian Flynn , Adam Norton , Holly Yanco

Achieving human-level manipulation requires dexterous robotic hands capable of complex object interactions. Advancing such capabilities further demands standardized benchmarks for systematic evaluation. However, existing dexterous…

Reinforcement learning is applied to solve actual complex tasks from high-dimensional, sensory inputs. The last decade has developed a long list of reinforcement learning algorithms. Recent progress benefits from deep learning for raw…

机器人学 · 计算机科学 2023-03-08 Yanfei Xiang , Xin Wang , Shu Hu , Bin Zhu , Xiaomeng Huang , Xi Wu , Siwei Lyu

The great majority of engineered products are subject to thermo-mechanical loads which vary with the product environment during the various phases of its life-cycle (machining, assembly, intended service use...). Those load variations may…

经典物理 · 物理学 2009-05-07 Guillaume Mandil , Alain Desrochers , Alain Rivière

Benchmarks offer a scientific way to compare algorithms using objective performance metrics. Good benchmarks have two features: (a) they should be widely useful for many research groups; (b) and they should produce reproducible findings. In…

Humans possess an extraordinary ability to understand and execute complex manipulation tasks by interpreting abstract instruction manuals. For robots, however, this capability remains a substantial challenge, as they cannot interpret…

机器人学 · 计算机科学 2025-10-21 Chenrui Tie , Shengxiang Sun , Jinxuan Zhu , Yiwei Liu , Jingxiang Guo , Yue Hu , Haonan Chen , Junting Chen , Ruihai Wu , Lin Shao

Fine-grained robot manipulation, such as lifting and rotating a bottle to display the label on the cap, requires robust reasoning about object parts and their relationships with intended tasks. Despite recent advances in training…

机器人学 · 计算机科学 2025-06-18 Yifan Yin , Zhengtao Han , Shivam Aarya , Jianxin Wang , Shuhang Xu , Jiawei Peng , Angtian Wang , Alan Yuille , Tianmin Shu

The advancements in embodied AI are increasingly enabling robots to tackle complex real-world tasks, such as household manipulation. However, the deployment of robots in these environments remains constrained by the lack of comprehensive…

机器人学 · 计算机科学 2024-06-07 Tianle Zhang , Dongjiang Li , Yihang Li , Zecui Zeng , Lin Zhao , Lei Sun , Yue Chen , Xuelong Wei , Yibing Zhan , Lusong Li , Xiaodong He

Challenges of enhancing productivity by amplifying efficiency and man-machine compatibility of equipment can be achieved by adopting advanced technologies. This study aims to present and exemplify methodology for incorporating ergonomics…

人机交互 · 计算机科学 2022-04-06 Neelesh Kr. Sharma , Mayank Tiwari , Atul Thakur , Anindya K. Ganguli