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Synthetic data generation has become essential in last years for feeding data-driven algorithms, which surpassed traditional techniques performance in almost every computer vision problem. Gathering and labelling the amount of data needed…

Enter the RobotriX, an extremely photorealistic indoor dataset designed to enable the application of deep learning techniques to a wide variety of robotic vision problems. The RobotriX consists of hyperrealistic indoor scenes which are…

This paper presents a generalized framework for the simulation of multiple robots and drones in highly realistic models of natural environments. The proposed simulation architecture uses the Unreal Engine4 for generating both optical and…

机器人学 · 计算机科学 2017-08-08 Ori Ganoni , Ramakrishnan Mukundan

High-fidelity simulation is essential for robotics research, enabling safe and efficient testing of perception, control, and navigation algorithms. However, achieving both photorealistic rendering and accurate physics modeling remains a…

机器人学 · 计算机科学 2026-04-08 Jonathan Embley-Riches , Jianwei Liu , Simon Julier , Dimitrios Kanoulas

A reliable stereo algorithm is critical for many robotics applications. But textureless and specular regions can easily cause failure by making feature matching difficult. Understanding whether an algorithm is robust to these hazardous…

计算机视觉与模式识别 · 计算机科学 2018-09-07 Yi Zhang , Weichao Qiu , Qi Chen , Xiaolin Hu , Alan Yuille

This work presents a new robotics simulation environment built upon Unreal Engine 5 (UE5) for agricultural image data generation. The simulation utilizes the state-of-the-art real-time rendering engine to provide realistic plant images…

机器人学 · 计算机科学 2024-05-30 Xingjian Li , Lirong Xiang

Robotic mobility aids for blind and low-vision (BLV) individuals rely heavily on deep learning-based vision models specialized for various navigational tasks. However, the performance of these models is often constrained by the availability…

计算机视觉与模式识别 · 计算机科学 2024-09-18 Hochul Hwang , Krisha Adhikari , Satya Shodhaka , Donghyun Kim

Synthetic image datasets offer unmatched advantages for designing and evaluating deep neural networks: they make it possible to (i) render as many data samples as needed, (ii) precisely control each scene and yield granular ground truth…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Florian Bordes , Shashank Shekhar , Mark Ibrahim , Diane Bouchacourt , Pascal Vincent , Ari S. Morcos

We introduce UnrealZoo, a collection of over 100 photo-realistic 3D virtual worlds built on Unreal Engine, designed to reflect the complexity and variability of open-world environments. We also provide a rich variety of playable entities,…

人工智能 · 计算机科学 2025-08-13 Fangwei Zhong , Kui Wu , Churan Wang , Hao Chen , Hai Ci , Zhoujun Li , Yizhou Wang

Robotic applications involving people often require advanced perception systems to better understand complex real-world scenarios. To address this challenge, photo-realistic and physics simulators are gaining popularity as a means of…

As robots increasingly coexist with humans, they must navigate complex, dynamic environments rich in visual information and implicit social dynamics, like when to yield or move through crowds. Addressing these challenges requires…

机器人学 · 计算机科学 2024-11-27 Georgina Nuthall , Richard Bowden , Oscar Mendez

Simulation engines are widely adopted in robotics. However, they lack either full simulation control, ROS integration, realistic physics, or photorealism. Recently, synthetic data generation and realistic rendering has advanced tasks like…

机器人学 · 计算机科学 2023-05-29 Elia Bonetto , Chenghao Xu , Aamir Ahmad

Annotated datasets are critical for training neural networks for object detection, yet their manual creation is time- and labour-intensive, subjective to human error, and often limited in diversity. This challenge is particularly pronounced…

机器人学 · 计算机科学 2025-06-06 Aneesh Deogan , Wout Beks , Peter Teurlings , Koen de Vos , Mark van den Brand , Rene van de Molengraft

Understanding, navigating, and exploring the 3D physical real world has long been a central challenge in the development of artificial intelligence. In this work, we take a step toward this goal by introducing GenEx, a system capable of…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Taiming Lu , Tianmin Shu , Junfei Xiao , Luoxin Ye , Jiahao Wang , Cheng Peng , Chen Wei , Daniel Khashabi , Rama Chellappa , Alan Yuille , Jieneng Chen

Recently, synthetic data generation and realistic rendering has advanced tasks like target tracking and human pose estimation. Simulations for most robotics applications are obtained in (semi)static environments, with specific sensors and…

计算机视觉与模式识别 · 计算机科学 2023-05-29 Elia Bonetto , Chenghao Xu , Aamir Ahmad

Data scaling and standardized evaluation benchmarks have driven significant advances in natural language processing and computer vision. However, robotics faces unique challenges in scaling data and establishing evaluation protocols.…

Fieldwork still is the first and foremost source of insight in many disciplines of the geosciences. Virtual fieldwork is an approach meant to enable scientists trained in fieldwork to apply these skills to a virtual representation of…

人机交互 · 计算机科学 2025-01-16 Armin Bernstetter , Tom Kwasnitschka , Jens Karstens , Markus Schlüter , Isabella Peters

Earthquakes have a significant impact on societies and economies, driving the need for effective search and rescue strategies. With the growing role of AI and robotics in these operations, high-quality synthetic visual data becomes crucial.…

计算工程、金融与科学 · 计算机科学 2023-11-14 Yitong Sun , Hanchun Wang , Zhejun Zhang , Cyriel Diels , Ali Asadipour

Continuum robots are advancing bronchoscopy procedures by accessing complex lung airways and enabling targeted interventions. However, their development is limited by the lack of realistic training and test environments: Real data is…

Data-driven approaches have revolutionized 3D vision, enabling transformers to effectively reconstruct and generate static 3D objects. However, generating simulative 4D dynamics -- realistic temporal deformations of static objects under…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Chen Geng , Guangzhao He , Yue Gao , Yunzhi Zhang , Shangzhe Wu , Jiajun Wu
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