Neural network compression techniques for out-of-distribution detection

• Main Author: Bansal, Aditya
• Other Authors: Arvind Easwaran
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/159148
• Institution: Nanyang Technological University

One of the key challenges in deploying ML models on embedded systems are the numerous resource constraints, for instance, memory footprint, response time, and power consumption. Such real-time systems require resource-efficient models with low inference time while maintaining reasonable accuracy. In...