OOD detection for 1D LiDAR scans

Out-of-Distribution (OOD) detection is a critical task in machine learning, particularly in autonomous systems where models are deployed in dynamic, unpredictable environments. A common architecture of OOD detection uses Variational Autoencoders (VAEs), which are generative models that are able to a...

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Bibliographic Details
Main Author: Mishra, Pradyumn
Other Authors: Arvind Easwaran
Format: Final Year Project (FYP)
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/181504