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We introduce ScanBot, a novel dataset designed for instruction-conditioned, high-precision surface scanning in robotic systems. In contrast to existing robot learning datasets that focus on coarse tasks such as grasping, navigation, or…

Robotics · Computer Science 2025-05-26 Zhiling Chen , Yang Zhang , Fardin Jalil Piran , Qianyu Zhou , Jiong Tang , Farhad Imani

Force field-based molecular dynamics (MD) simulations are indispensable for probing the structure, dynamics, and functions of biomolecular systems, including proteins and protein-ligand complexes. Despite their broad utility in drug…

Artificial Intelligence · Computer Science 2025-12-12 Salomé Guilbert , Cassandra Masschelein , Jeremy Goumaz , Bohdan Naida , Philippe Schwaller

It is natural to represent objects in terms of their parts. This has the potential to improve the performance of algorithms for object recognition and segmentation but can also help for downstream tasks like activity recognition. Research…

Computer Vision and Pattern Recognition · Computer Science 2022-12-20 Ju He , Shuo Yang , Shaokang Yang , Adam Kortylewski , Xiaoding Yuan , Jie-Neng Chen , Shuai Liu , Cheng Yang , Qihang Yu , Alan Yuille

Visual grounding is the task of localising image regions from natural language queries and is critical for reasoning capable Graphical User Interface agents. Many existing methods rely on massive, noisy synthetic datasets. This work…

Artificial Intelligence · Computer Science 2025-11-17 Georgios Pantazopoulos , Eda B. Özyiğit

Advanced artificial intelligence and machine learning have great potential to redefine how skin lesions are detected, mapped, tracked and documented. Here, We propose a 3D whole-body imaging system known as 3DSkin-mapper to enable automated…

Computer Vision and Pattern Recognition · Computer Science 2024-03-06 David Ahmedt-Aristizabal , Chuong Nguyen , Lachlan Tychsen-Smith , Ashley Stacey , Shenghong Li , Joseph Pathikulangara , Lars Petersson , Dadong Wang

In this paper, we have worked on reducing burden on mechanic involving complex automobile maintenance activities that are performed in centralised workshops. We have presented a system prototype that combines Augmented Reality with Kinect.…

Computer Vision and Pattern Recognition · Computer Science 2012-07-12 Saket Warade , Jagannath Aghav , Petitpierre Claude , Sandeep Udayagiri

Accurate estimation of anthropometric body measurements from RGB images has many potential applications in industrial design, online clothing, medical diagnosis and ergonomics. Research on this topic is limited by the fact that there exist…

Computer Vision and Pattern Recognition · Computer Science 2021-01-08 Song Yan , Joni-Kristian Kämäräinen

Autonomous checkout systems rely on visual and sensory inputs to carry out fine-grained scene understanding in retail environments. Retail environments present unique challenges compared to typical indoor scenes owing to the vast number of…

Computer Vision and Pattern Recognition · Computer Science 2022-02-08 Cristina Mata , Nick Locascio , Mohammed Azeem Sheikh , Kenny Kihara , Dan Fischetti

We present AnyHand, a large-scale synthetic dataset designed to advance the state of the art in 3D hand pose estimation from both RGB-only and RGB-D inputs. While recent works with foundation approaches have shown that an increase in the…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Chen Si , Yulin Liu , Bo Ai , Jianwen Xie , Rolandos Alexandros Potamias , Chuanxia Zheng , Hao Su

General robotic grasping systems require accurate object affordance perception in diverse open-world scenarios following human instructions. However, current studies suffer from the problem of lacking reasoning-based large-scale affordance…

Computer Vision and Pattern Recognition · Computer Science 2025-08-01 Dongming Wu , Yanping Fu , Saike Huang , Yingfei Liu , Fan Jia , Nian Liu , Feng Dai , Tiancai Wang , Rao Muhammad Anwer , Fahad Shahbaz Khan , Jianbing Shen

Datasets have gained an enormous amount of popularity in the computer vision community, from training and evaluation of Deep Learning-based methods to benchmarking Simultaneous Localization and Mapping (SLAM). Without a doubt, synthetic…

Computer Vision and Pattern Recognition · Computer Science 2018-09-05 Wenbin Li , Sajad Saeedi , John McCormac , Ronald Clark , Dimos Tzoumanikas , Qing Ye , Yuzhong Huang , Rui Tang , Stefan Leutenegger

Current datasets for long-form video understanding often fall short of providing genuine long-form comprehension challenges, as many tasks derived from these datasets can be successfully tackled by analyzing just one or a few random frames…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Ruchit Rawal , Khalid Saifullah , Miquel Farré , Ronen Basri , David Jacobs , Gowthami Somepalli , Tom Goldstein

The majority of artificial intelligence research, as it relates from which to biological senses has been focused on vision. The recent explosion of machine learning and in particular, dee p learning, can be partially attributed to the…

Artificial Intelligence · Computer Science 2018-01-03 Jason Toy

This paper introduces a public dataset of 1.4 million procedurally-generated bicycle designs represented parametrically, as JSON files, and as rasterized images. The dataset is created through the use of a rendering engine which harnesses…

Computer Vision and Pattern Recognition · Computer Science 2024-02-13 Lyle Regenwetter , Yazan Abu Obaideh , Amin Heyrani Nobari , Faez Ahmed

With the increasing global popularity of self-driving cars, there is an immediate need for challenging real-world datasets for benchmarking and training various computer vision tasks such as 3D object detection. Existing datasets either…

Computer Vision and Pattern Recognition · Computer Science 2019-09-18 Quang-Hieu Pham , Pierre Sevestre , Ramanpreet Singh Pahwa , Huijing Zhan , Chun Ho Pang , Yuda Chen , Armin Mustafa , Vijay Chandrasekhar , Jie Lin

Generating realistic 3D worlds occupied by moving humans has many applications in games, architecture, and synthetic data creation. But generating such scenes is expensive and labor intensive. Recent work generates human poses and motions…

Computer Vision and Pattern Recognition · Computer Science 2022-12-09 Hongwei Yi , Chun-Hao P. Huang , Shashank Tripathi , Lea Hering , Justus Thies , Michael J. Black

Data scarcity is common in deep learning models for medical image segmentation. Previous works proposed multi-dataset learning, either simultaneously or via transfer learning to expand training sets. However, medical image datasets have…

Image and Video Processing · Electrical Eng. & Systems 2022-11-30 Siyu Liu , Wei Dai , Craig Engstrom , Jurgen Fripp , Stuart Crozier , Jason A. Dowling , Shekhar S. Chandra

Prior work for articulated 3D shape reconstruction often relies on specialized sensors (e.g., synchronized multi-camera systems), or pre-built 3D deformable models (e.g., SMAL or SMPL). Such methods are not able to scale to diverse sets of…

Computer Vision and Pattern Recognition · Computer Science 2023-04-04 Gengshan Yang , Minh Vo , Natalia Neverova , Deva Ramanan , Andrea Vedaldi , Hanbyul Joo

Movie productions use high resolution 3d characters with complex proprietary rigs to create the highest quality images possible for large displays. Unfortunately, these 3d assets are typically not compatible with real-time graphics engines…

Graphics · Computer Science 2020-03-24 Dominik Borer , Lu Yuhang , Laura Wuelfroth , Jakob Buhmann , Martin Guay

Robotic assembly remains a significant challenge due to complexities in visual perception, functional grasping, contact-rich manipulation, and performing high-precision tasks. Simulation-based learning and sim-to-real transfer have led to…

Robotics · Computer Science 2025-04-01 Yian Wang , Bingjie Tang , Chuang Gan , Dieter Fox , Kaichun Mo , Yashraj Narang , Iretiayo Akinola
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