A debugging guide for image segmentation models — Image semantic segmentation is one of the most significant areas of research and engineering in the computer vision domain. From segmenting pedestrians and cars for autonomous drive [1] to segmentation and localization of pathology in medical images [2], there are several use-cases of image segmentation. With the wide-spread use of…

A comprehensive guide to ML App Deployment using Flask — Machine Learning (ML) models typically leverage the capability to learn patterns from previously seen (training) data and apply them to predict the outcome for new (test) data. Deploying ML models as web apps can help test the efficacy of trained ML models by allowing access to multiple users and testing…

Urban transportation and Autonomous Drive (AD) have been hot topics for Industrial and Academic Research for over four years now. This research field not only highlighted the importance of computer vision for the transportation and automotive industry, but it also ushered a paradigm shift where Original Equipment Manufacturers (OEMs), Tier…