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Bryan Rathos's Projects

behavioral-cloning icon behavioral-cloning

• Built and trained a CNN for steering angle prediction of an autonomous vehicle using end-to-end learning to mimic human driving behavior. Model was build using Keras framework and trained with RGB images on AWS EC2. • Performed data augmentation, pre-processing, and subsampling to make the model robust on unseen track data.

mono-stereo-visual-odometry icon mono-stereo-visual-odometry

Stereo and mono visual odometry Open folder mono for 2D-2D monocular visual odometry implementation and folder stereo for 3d-2d stereo visual odometry implementation

sfnd_2d_feature_tracking icon sfnd_2d_feature_tracking

Mid-way progress of the 3D tracking project. This repo contains exhaustive comparisons of the detector+descriptor combinations with respect to number of features detected and time taken for execution of the combination.

sfnd_lidar_obstacle_detection icon sfnd_lidar_obstacle_detection

• Developed point cloud object detection pipeline and implemented RANSAC for segmentation, KD-Tree and Euclidean clustering algorithms from scratch. • Verified results of segmentation and clustering with PCL functions and used PCL visualizer for displaying the results for both the methods.

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