Browsing Mathematics (Faculty of) by Supervisor "Czarnecki, Krzysztof"
Now showing items 21-28 of 28
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Safety-Oriented Stability Biases for Continual Learning
(University of Waterloo, 2020-01-24)Continual learning is often confounded by “catastrophic forgetting” that prevents neural networks from learning tasks sequentially. In the case of real world classification systems that are safety-validated prior to ... -
Switching GAN-based Image Filters to Improve Perception for Autonomous Driving
(University of Waterloo, 2019-10-24)Autonomous driving holds the potential to increase human productivity, reduce accidents caused by human errors, allow better utilization of roads, reduce traffic accidents and congestion, free up parking space and provide ... -
Towards Object Re-identification from Point Clouds for 3D MOT
(University of Waterloo, 2023-04-21)This thesis studies the problem of object re-identification (ReID) in a 3D multi-object tracking (MOT) context, by learning to match pairs of objects from cropped (e.g., using their predicted 3D bounding boxes) point cloud ... -
Towards Pixel-Level OOD Detection for Semantic Segmentation
(University of Waterloo, 2019-08-30)There exists wide research surrounding the detection of out of distribution sample for image classification. Safety critical applications, such as autonomous driving, would benefit from the ability to localise the unusual ... -
Training Reject-Classifiers for Out-of-distribution Detection via Explicit Boundary Sample Generation
(University of Waterloo, 2020-01-24)Discriminatively trained neural classifiers can be trusted only when the input data comes from the training distribution (in-distribution). Therefore, detecting out-of-distribution (OOD) samples is very important to avoid ... -
Transferring Pareto Frontiers across Heterogeneous Hardware Environments
(University of Waterloo, 2020-09-14)Configurable software systems provide options that affect functional and non-functional system properties. Selection of options forms system configurations with corresponding properties values. Nowadays configurable software ... -
Understanding and Enhancing CDCL-based SAT Solvers
(University of Waterloo, 2018-08-02)Modern conflict-driven clause-learning (CDCL) Boolean satisfiability (SAT) solvers routinely solve formulas from industrial domains with millions of variables and clauses, despite the Boolean satisfiability problem being ... -
WiseBench: A Motion Planning Benchmarking Framework for Autonomous Vehicles
(University of Waterloo, 2020-10-01)Rapid advances in every sphere of autonomous driving technology have intensified the need to be able to benchmark and compare different approaches. While many benchmarking tools tailored to different sub-systems of an ...