Category: Computer Vision
5 Ways Computer Vision is Revolutionizing the Manufacturing Industry
The advent of computer vision technology has revolutionized several industries, and the manufacturing sector is no exception. From increasing revenue to reducing costs to improving worker safety, computer vision has transformed manufacturers around the world. In this article, we explore five ways computer vision is changing the manufacturing industry. Automatic Assembly Consumer expectations for quality…
Read MorePerforming Image Annotation using Python and OpenCV
Introduction Image annotation is a crucial task in the field of computer vision and machine learning. It involves labeling specific features in an image for training models to recognize those features in new images. Python and OpenCV provide a powerful combination of tools for performing image annotation efficiently and accurately. Understanding Image Annotation Image annotation…
Read More5 Tips to Maximize Performance when Working with Image Data in ML
When working with image data in machine learning, achieving optimal performance can be challenging. Fortunately, there are several best practices to follow to maximize model performance. Here are five tips to get you started: 1 – Get More Data One of the easiest ways to increase the accuracy of your image recognition model is to…
Read MoreHow to Build a Convolutional Neural Network for Computer Vision?
In today’s world, computer vision has become an integral part of many industries, including healthcare, retail and automotive. Convolutional neural networks (CNNs) are widely used for computer vision tasks such as image classification, object detection, and segmentation. In this article, we walk you through the process of creating a computer vision CNN with code examples.…
Read More10 Common Data Science Interview Questions and How to Answer Them?
Data science has become a very competitive field and it is important to prepare for data science interviews if you are looking for your dream job. As part of the interview process, you can expect to be asked a number of questions to assess your knowledge, skills and experience in the field. In this blog…
Read MoreComprehensive Guide to Sobel Edge Detection with Examples
Edge detection is a critical operation in image processing, it is used to identify boundaries between the objects or regions in an image. In this article we are going to discuss about the Sobel Edge Detection method. What is Sobel Edge Detection? Sobel Edge Detection is a first-order derivative edge detection method that was developed…
Read MoreComprehensive Guide to Canny Edge Detection with Examples
Edge detection is a critical operation in image processing, it is used to identify boundaries between the objects or regions in an image. There are several methods for edge detection, but one of the most widely used is the Canny Edge Detection method. What is Canny Edge Detection? Canny Edge Detection is a multi-stage edge…
Read MoreComputer Vision Interview questions
1. What is computer vision? Computer vision is a field of artificial intelligence that involves the development of algorithms and systems that can analyze, interpret, and understand visual data from the world around us. 2. What are the main applications of computer vision? Computer vision has a wide range of applications, including image and video…
Read MoreWhat are the two types of image classification method?
Image classification is the process of assigning a label to a given image, such as “cat”, “dog”, or “tiger”. There are two main types of image classification methods: Supervised Classification The supervised classification technique is based on the idea that a user can select specific pixels from an image to become a focal point for…
Read MoreWhat is object detection?
Machine Learning is a powerful, but often misunderstood technology. It’s best known for its applications in the computer vision field, but can be applied to any industry. One of the more common uses is for automatic pedestrian and car detection in footage from surveillance systems and factory video feeds. Object detection is a deep learning…
Read More