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Related papers: Task Tree Retrieval for Robotic Cooking

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Embodied AI agents in large scenes often need to navigate to find objects. In this work, we study a naturally emerging variant of the object navigation task, hierarchical relational object navigation (HRON), where the goal is to find…

Artificial Intelligence · Computer Science 2023-06-27 Michael Lingelbach , Chengshu Li , Minjune Hwang , Andrey Kurenkov , Alan Lou , Roberto Martín-Martín , Ruohan Zhang , Li Fei-Fei , Jiajun Wu

Laboratory robotics offer the capability to conduct experiments with a high degree of precision and reproducibility, with the potential to transform scientific research. Trivial and repeatable tasks; e.g., sample transportation for analysis…

3D objects (artefacts) are made to fulfill functions. Designing an object often starts with defining a list of functionalities that it should provide, also known as functional requirements. Today, the design of 3D object models is still a…

Artificial Intelligence · Computer Science 2018-10-18 Mihai Andries , Atabak Dehban , José Santos-Victor

Autonomous feeding is challenging because it requires manipulation of food items with various compliance, sizes, and shapes. To understand how humans manipulate food items during feeding and to explore ways to adapt their strategies to…

Robotics · Computer Science 2019-02-26 Tapomayukh Bhattacharjee , Gilwoo Lee , Hanjun Song , Siddhartha S. Srinivasa

Cooking tasks are characterized by large changes in the state of the food, which is one of the major challenges in robot execution of cooking tasks. In particular, cooking using a stove to apply heat to the foodstuff causes many special…

Robotics · Computer Science 2023-09-07 Naoaki Kanazawa , Kento Kawaharazuka , Yoshiki Obinata , Kei Okada , Masayuki Inaba

Teaching Robotics is about empowering students to create and configure robotics devices and program computers to nurture in students the skill sets necessary to play an active role in society. The robot in Figure 1 focuses on the design of…

Physics Education · Physics 2015-02-05 Dennis Toh , Ravintharan , Matthew Lim , Loo Kang Wee , Matthew Ong

We present MOSAIC, a modular architecture for coordinating multiple robots to (a) interact with users using natural language and (b) manipulate an open vocabulary of everyday objects. MOSAIC employs modularity at several levels: it…

A challenge in robot grasping is to achieve task-grasping which is to select a grasp that is advantageous to the success of tasks before and after grasps. One of the frameworks to address this difficulty is Learning-from-Observation (LfO),…

Robotics · Computer Science 2022-03-03 Daichi Saito , Kazuhiro Sasabuchi , Naoki Wake , Jun Takamatsu , Hideki Koike , Katsushi Ikeuchi

Robots are the future of every technology where every advanced technology eventually will be used to make robots which are more efficient. The major challenge today is to train the robots exactly and empathetically using knowledge…

Robotics · Computer Science 2024-05-07 Pallavi Tandra

A kitchen robot properly needs to understand the cooking environment to continue any cooking activities. But object's state detection has not been researched well so far as like object detection. In this paper, we propose a deep learning…

Computer Vision and Pattern Recognition · Computer Science 2019-09-09 Md Sirajus Salekin , Ahmad Babaeian Jelodar , Rafsanjany Kushol

A key challenge in robotic food manipulation is modeling the material properties of diverse and deformable food items. We propose using a multimodal sensory approach to interact and play with food that facilitates the ability to distinguish…

Robotics · Computer Science 2021-01-08 Amrita Sawhney , Steven Lee , Kevin Zhang , Manuela Veloso , Oliver Kroemer

Understanding food recipe requires anticipating the implicit causal effects of cooking actions, such that the recipe can be converted into a graph describing the temporal workflow of the recipe. This is a non-trivial task that involves…

Computation and Language · Computer Science 2020-08-24 Liangming Pan , Jingjing Chen , Jianlong Wu , Shaoteng Liu , Chong-Wah Ngo , Min-Yen Kan , Yu-Gang Jiang , Tat-Seng Chua

In response to the growing challenges of manual labor and efficiency in warehouse operations, Amazon has embarked on a significant transformation by incorporating robotics to assist with various tasks. While a substantial number of robots…

Robotics · Computer Science 2025-07-30 Owais Ahmed , M Huzaifa , M Areeb , Hamza Ali Khan

Workers spend a significant amount of time learning how to make good decisions. Evaluating the efficacy of a given decision, however, can be complicated -- e.g., decision outcomes are often long-term and relate to the original decision in…

Machine Learning · Computer Science 2024-03-20 Hamsa Bastani , Osbert Bastani , Wichinpong Park Sinchaisri

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…

Robotics · Computer Science 2026-03-04 Toru Lin , Shuying Deng , Zhao-Heng Yin , Pieter Abbeel , Jitendra Malik

We address goal-based imitation learning, where the aim is to output the symbolic goal from a third-person video demonstration. This enables the robot to plan for execution and reproduce the same goal in a completely different environment.…

In an efficient and flexible human-robot collaborative work environment, a robot team member must be able to recognize both explicit requests and implied actions from human users. Identifying "what to do" in such cases requires an agent to…

Robotics · Computer Science 2023-09-25 Syed T. Bukhari , Bashira Akter Anima , David Feil-Seifer , Wajahat M. Qazi

Cooking recipes are challenging to translate to robot plans as they feature rich linguistic complexity, temporally-extended interconnected tasks, and an almost infinite space of possible actions. Our key insight is that combining a source…

Robotics · Computer Science 2024-03-08 Angelos Mavrogiannis , Christoforos Mavrogiannis , Yiannis Aloimonos

Humans possess a remarkable talent for flexibly alternating to different senses when interacting with the environment. Picture a chef skillfully gauging the timing of ingredient additions and controlling the heat according to the colors,…

Robotics · Computer Science 2024-10-28 Ruoxuan Feng , Di Hu , Wenke Ma , Xuelong Li

Robot-assisted feeding has the potential to improve the quality of life for individuals with mobility limitations who are unable to feed themselves independently. However, there exists a large gap between the homogeneous, curated plates…