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CVAD

My paper reviews and solutions to the assignments of the Computer Vision for Autonomous Driving Course.

Assignments

Week Topic Solution Link Video
Week 1 Stereo Estimation Stereo Estimation Assignment Video
Week 2 Multi-view Reconstruction Multi-view Reconstruction Assignment Video
Week 3 Optical Flow Optical Flow Assignment Video
Week 4 Scene Flow Scene Flow Assignment Video
Week 5 Visual Odometry Visual Odometry Assignment Video
Week 6 SLAM No Assignment No Video
Week 7 Object Detection Object Detection Assignment Video
Week 8 Object Detection Extended Object Detection Extended Assignment Video
Week 9 Visual Object Tracking Visual Object Tracking Assignment No Video
Week 10 Multiple Object Tracking Multiple Object Tracking Assignment No Video
Week 11 Semantic Segmantation Semantic Segmantation Assignment No Video
Week 12 Instance Segmantation No Assignment No Video

Paper Reviews

Week Paper Name Paper Review
W 1 GA-Net: Guided Aggregation Net for End-to-end Stereo Matching Review
W 2 Unsupervised Learning of Depth and Ego Motion from Video Review
W 3 RAFT: Recurrent All-Pairs Field Transforms for Optical Flow No Review
W 4 Self-Supervised Monocular Scene Flow Estimation Review
W 5 Learning Monocular Visual Odometry via Self-Supervised Long-Term Modeling Review
W 6 Advances in Inference and Representation for Simultaneous Localization and Mapping Review
W 7 End to End Object Detection with Transformers Review
W 8 Sequence Level Semantics Aggregation for Video Object Detection Review
W 9 Know Your Surroundings: Exploiting Scene Information for Object Tracking Review
W 10 Learning a Neural Solver for Multiple Object Tracking Review
W 11 Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation Review
W 12 CenterMask: single shot instance segmentation with point representation Review

Extras

Source Course Name Assignment Name Solution Link
Coursera Visual Perception for Self-Driving Cars Applying Stereo Depth to a Driving Scenario Link
Coursera Visual Perception for Self-Driving Cars Visual Odometry for Localization in Autonomous Driving Link
Coursera Visual Perception for Self-Driving Cars Environment Perception For Self-Driving Car Link
Coursera Motion Planning for Self-Driving Cars Constructing Occupancy Grid Map Link
Coursera Motion Planning for Self-Driving Cars Mission Planning Link

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Computer Vision for Autonomous Driving Course

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