Category: Computer Vision

Computer Vision in AI encompasses various tasks including classical computer vision, deep learning based image classification, image classification, object detection etc.

PyTorch Implementation of Stochastic Gradient Descent with Warm Restarts

In this article, we will implement the Stochastic Gradient Descent with Warm Restarts paper using the PyTorch Deep Learning library. ...

Stochastic Gradient Descent with Warm Restarts: Paper Explanation

Sovit Ranjan Rath March 8, 2021 0 Comments

In this article, we go through the Stochastic Gradient Descent with Warm Restarts paper. We analyze how the SGDR technique helps in training deep neural networks and converge much faster than other scheduling techniques. ...

Using Learning Rate Scheduler and Early Stopping with PyTorch

Sovit Ranjan Rath March 1, 2021 16 Comments

In this article, the readers will get to learn how to use learning rate scheduler and early stopping with PyTorch for effective training of deep neural networks. ...

Edge Detection using Structured Forests with OpenCV

Sovit Ranjan Rath February 22, 2021 2 Comments

Learn how to detect edges in images and videos using Structured Forests algorithm with the OpenCV computer vision library. ...

Image Foreground Extraction using OpenCV Contour Detection

Sovit Ranjan Rath February 15, 2021 6 Comments

In this article, you will get to know about image foreground extraction using the OpenCV contour detection method. ...