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Fast shadow detection for urban autonomous driving applications
Published 2011“…This paper presents shadow detection methods for vision-based autonomous driving in an urban environment. Shadows misclassified as objects create problems in autonomous driving applications. …”
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Compositional and Contract-based Verification for Autonomous Driving on Road Networks
Published 2018“…Recent advances in autonomous driving have raised the problem of safety to the forefront and incentivized research into establishing safety guarantees. …”
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Probabilistic lane estimation for autonomous driving using basis curves
Published 2012“…Lane estimation for autonomous driving can be formulated as a curve estimation problem, where local sensor data provides partial and noisy observations of spatial curves forming lane boundaries. …”
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CarSpeak: a content-centric network for autonomous driving
Published 2014“…This paper introduces CarSpeak, a communication system for autonomous driving. CarSpeak enables a car to query and access sensory information captured by other cars in a manner similar to how it accesses information from its local sensors. …”
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Variational Autoencoder for End-to-End Control of Autonomous Driving with Novelty Detection and Training De-biasing
Published 2018“…This paper introduces a new method for end-to-end training of deep neural networks (DNNs) and evaluates it in the context of autonomous driving. DNN training has been shown to result in high accuracy for perception to action learning given sufficient training data. …”
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Autonomous Vehicle Navigation in Rural Environments Without Detailed Prior Maps
Published 2021“…State-of-the-art autonomous driving systems rely heavily on detailed and highly accurate prior maps. …”
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DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling
Published 2021“…Vehicle trajectory prediction is crucial for autonomous driving and advanced driver assistant systems. …”
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Computer Vision Analysis of Intraoperative Video: Automated Recognition of Operative Steps in Laparoscopic Sleeve Gastrectomy
Published 2021“…Objective(s):To develop and assess AI algorithms to identify operative steps in laparoscopic sleeve gastrectomy (LSG).Background:Computer vision, a form of artificial intelligence (AI), allows for quantitative analysis of video by computers for identification of objects and patterns, such as in autonomous driving.Methods:Intraoperative video from LSG from an academic institution was annotated by 2 fellowship-Trained, board-certified bariatric surgeons. …”
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Probabilistic Lane Estimation using Basis Curves
Published 2011“…Lane estimation for autonomous driving can be formulated as a curve estimation problem, where local sensor data provides partial and noisy observations of spatial curves. …”
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Learning Steering Bounds for Parallel Autonomous Systems
Published 2018“…Deep learning has been successfully applied to “end-to-end” learning of the autonomous driving task, where a deep neural network learns to predict steering control commands from camera data input. …”
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Robotic load balancing for mobility-on-demand systems
Published 2013“…We propose a robotic solution to this rebalancing problem that involves empty robotic vehicles autonomously driving between stations. Specifically, we utilize a fluid model for the customers and vehicles in the system. …”
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