Last year, Google released a publicly available dataset called Open Images V4 which contains 15.4M annotated bounding boxes for over 600 object categories. It has 1.9M images and is largest among all ...
CPU Performance Comparison of OpenCV and other Deep Learning frameworks
In this post, we will compare the performance of various Deep Learning inference frameworks on a few computer vision tasks on the CPU. Surprisingly, with one exception, the OpenCV port of various ...
How to train a Deep Learning based Image Classifier in MacOS
Training deep learning models is known to be a time consuming and technically involved task. But if you want to create Deep Learning models for Apple devices, it is super easy now with their new ...
Deep Learning based Character Classification using Synthetic Dataset
This summer I am doing an internship at Big Vision LLC under the guidance of Dr. Satya Mallick. In this post, I will describe the problem I was asked to solve to qualify for the internship. For a ...
Understanding AlexNet
Billionaire investor and entrepreneur Peter Thiel's favorite contrarian questions is What important truth do very few people agree with you on? If you had asked this question to Prof. Geoffrey ...
Implementing an MLP in TensorFlow & Keras
In this post, we will introduce several new concepts associated with the general problem of classification involving more than two classes. This is sometimes referred to as multinomial regression or ...