2003 · 178 citations · 38 references
ComputingAutomotive EngineeringComputer ScienceComputer VisionMachine LearningMachine VisionObject DetectionObject RecognitionObstacle DetectionPattern RecognitionVehicle PerceptionVisual SlamLane TrackingMachine Vision GuidanceMachine Vision SensorsMachine Vision SystemsObject Detection In Autonomous DrivingPerception SystemsVehicle Detection
Machine vision for road vehicles began in the mid‑1980s, with the EUREKA‑Prometheus project launching European efforts that spread to major automakers and universities, demonstrating basic perceptual and behavioral capabilities on high‑speed roads and leading to early market products and more integrated systems announced for the late 2000s. The paper outlines a roadmap for advancing vehicle vision technology. Later developments split into simple systems for confined domains and more complex systems aimed at achieving near‑human performance.
Machine vision for road vehicles started in the mid-80s. After a very brief review of the initial phase of about half a decade, developments over the last decade are discussed in more detail. The EUREKA-project 'Prometheus' set the stage in Europe and spread activities to all major carmakers and to many universities throughout Europe. The US and some Asian countries soon followed The basic perceptual and behavioral capabilities for driving and for driver assistance on well-kept high-speed roads have been demonstrated at the end of the Prometheus project. Later developments took two directions: 1. Simple systems for early application in confined domains, and 2. more complex systems with growth potential for performance levels closer to the human one. In the meantime, first products with machine vision components are on the market; more highly integrated systems have been announced for the second half of this decade. A road map for the development of vision for cars is discussed.
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The Stanford Cart and the CMU Rover
Hans Moravec · Proceedings of the IEEE · 1983 · 307 citations
RALPH: rapidly adapting lateral position handler
Dean Pomerleau · 2002 · 305 citations
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