Lane Detection with Deep Learning: Methods and Datasets

نویسندگان

چکیده

Lane detection problem has been considered as an important computer vision task in autonomous driving. While it received massive research attention the literature, is not yet fully solved. In this paper, we present a comprehensive literature review for lane detection, especially those with deep learning models. The latest collection of datasets presented. We further fill gap by proposing novel dataset named MudLane, which focuses on suburban roads.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Melanoma detection with a deep learning model

Background: Skin cancer is one of the most common forms of cancer in the world and melanoma is the deadliest type of skin cancer. Both melanoma and melanocytic nevi begin in melanocytes (cells that produce melanin). However, melanocytic nevi are benign whereas melanoma is malignant. This work proposes a deep learning model for classification of these two lesions.    Methods: In this analytic s...

متن کامل

Deep Learning Lane Detection for Autonomous Vehicle Localization

Autonomous vehicles for consumer use on public roadways are an active area of research and development by various academic and industry groups. One approach to this problem, taken by Google for example, involves creating a 3-D high-resolution map of the desired route, so the vehicle has full awareness of all static features of the route. When autonomously driving this route, the vehicle employs...

متن کامل

Tactical Decision Making for Lane Changing with Deep Reinforcement Learning

In this paper we consider the problem of autonomous lane changing for self driving cars in a multi-lane, multi-agent setting. We present a framework that demonstrates a more structured and data efficient alternative to end-to-end complete policy learning on problems where the high-level policy is hard to formulate using traditional optimization or rule based methods but well designed low-level ...

متن کامل

Road and Lane Edge Detection with Multisensor Fusion Methods

This paper treats automated detection of road and lane boundaries by fusing information from forwardlooking optical and active W-band radar imaging sensors mounted on a motor vehicle. A deformable template model is used to globally describe the boundary shapes. The optical and radar imaging processes are characterized with random field likelihoods. The multisensor fusion edge detection problem ...

متن کامل

islanding detection methods for microgrids

امروزه استفاده از منابع انرژی پراکنده کاربرد وسیعی یافته است . اگر چه این منابع بسیاری از مشکلات شبکه را حل می کنند اما زیاد شدن آنها مسائل فراوانی برای سیستم قدرت به همراه دارد . استفاده از میکروشبکه راه حلی است که علاوه بر استفاده از مزایای منابع انرژی پراکنده برخی از مشکلات ایجاد شده توسط آنها را نیز منتفی می کند . همچنین میکروشبکه ها کیفیت برق و قابلیت اطمینان تامین انرژی مشترکان را افزایش ...

15 صفحه اول

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Information Technology and Control

سال: 2023

ISSN: ['1392-124X', '2335-884X']

DOI: https://doi.org/10.5755/j01.itc.52.2.32841