Reproducibility Report of LaneATTDownload PDF

Anonymous

05 Feb 2022 (modified: 05 May 2023)ML Reproducibility Challenge 2021 Fall Blind SubmissionReaders: Everyone
Keywords: LaneATT, CNN, LineCNN, Lane Detection
Abstract: The development of autonomous driving requires the autonomous vehicles to be safer for both passengers and pedestrians, such request constrained the vehicle to equip with better perception systems, in further detailed, a better lane detection system which allows the vehicle to knowledge the exact position of the lanes. A good lane detection model need to resolve many challenging problems, as in real-world scenario, it needs to be robust under different lighting, weather and lane mark conditions. More importantly, the lane detection model has to be a real-time application, meaning it should consume less computing power while provide reliable results in acceptable.
Paper Url: https://paperswithcode.com/paper/keep-your-eyes-on-the-lane-attention-guided
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