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SDC

  1. Lane line detector (https://medium.com/@mrhwick/simple-lane-detection-with-opencv-bfeb6ae54ec0) (https://github.com/udacity/CarND-LaneLines-P1)
  • Edge detector
  • Hough transform
  1. Road Signs Detector (http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset) (https://github.com/ndrplz/self-driving-car/blob/master/project_2_traffic_sign_classifier/Traffic_Sign_Classifier.ipynb) (https://medium.com/@jeremyeshannon/udacity-self-driving-car-nanodegree-project-2-traffic-sign-classifier-f52d33d4be9f) (https://medium.com/@mrhwick/traffic-sign-classification-with-tensorflow-524caca13b2b)

  2. Behavior Clonning
    https://medium.com/udacity/udacity-self-driving-car-nanodegree-project-3-behavioral-cloning-446461b7c7f9
    https://towardsdatascience.com/cnn-model-comparison-in-udacitys-driving-simulator-9261de09b45
    https://towardsdatascience.com/introduction-to-udacity-self-driving-car-simulator-4d78198d301d - how to set up the simulator
    https://github.com/naokishibuya/car-behavioral-cloning
    https://github.com/ndrplz/self-driving-car/tree/master/project_3_behavioral_cloning
    https://medium.com/deep-learning-turkey/behavioral-cloning-udacity-self-driving-car-project-generator-bottleneck-problem-in-using-gpu-182ee407dbc5

  3. Advanced Lane Finding
    https://github.com/ndrplz/self-driving-car/tree/master/project_4_advanced_lane_finding
    https://github.com/rkipp1210/pydata-berlin-2017
    https://github.com/lfiaschi/udacity-advanced-lane-finding-project

  4. Vehicle Detection and Tracking
    https://medium.com/intro-to-artificial-intelligence/vehicle-detection-and-tracking-udacitys-self-driving-car-nanodegree-ca02330820ee
    https://medium.com/@ckyrkou/udacity-sdce-nanodegree-term-1-project-5-vehicle-detection-77594825db83
    https://github.com/antevis/CarND-Project5-Vehicle_Detection_and_Tracking
    https://becominghuman.ai/udacity-self-driving-car-nanodegree-project-5-vehicle-detection-fbf6a6795c13
    https://github.com/ndrplz/self-driving-car/tree/master/project_5_vehicle_detection https://www.pyimagesearch.com/2015/03/23/sliding-windows-for-object-detection-with-python-and-opencv/ - Sliding Window
    https://www.pyimagesearch.com/2015/03/16/image-pyramids-with-python-and-opencv/ - Image Pyramids
    https://www.pyimagesearch.com/2014/11/10/histogram-oriented-gradients-object-detection/ - HOG
    https://www.pyimagesearch.com/2014/11/17/non-maximum-suppression-object-detection-python/ - NMS
    https://www.pyimagesearch.com/2015/02/16/faster-non-maximum-suppression-python/ - NMS (fast)

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