The Computer Vision’s Battleground: Choose Your Champion
Author(s): Salvatore Raieli Originally published on Towards AI. Which is the best computer vision model? Which one is best for a particular task?Photo by GR Stocks on Unsplash Transfer learning has changed computer vision, but many open questions remain. For example, what …
The Computer Vision’s Battleground: Choose Your Champion
Author(s): Salvatore Raieli Originally published on Towards AI. Which is the best computer vision model? Which one is best for a particular task?Photo by GR Stocks on Unsplash Transfer learning has changed computer vision, but many open questions remain. For example, what …
Overview of Important GAN Models & Applications
Author(s): Youssef Hosni Originally published on Towards AI. Generative adversarial networks (GANs) have revolutionized image synthesis since their introduction in 2014. This article provides an overview of some of the most influential GAN models for key computer vision applications, such as text-to-image …
Top Important Computer Vision Papers for the Week from 23/10 to 29/10
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research On a weekly basis, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image recognition, vision …
Two-Headed Classifier Use Case
Author(s): Argo Saakyan Originally published on Towards AI. Two-Headed Classifier Use Case Photo by Vincent van Zalinge on Unsplash Idea Let’s talk about some real world cases of computer vision tasks. In the first glance, the classification problem is as simple as …
Top Important Computer Vision Papers for the Week from 16/10 to 22/10
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research On a weekly basis, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image recognition, vision …
Top Important Computer Vision Papers for the Week from 2/10 to 8/10
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research On a weekly basis, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image recognition, vision …
How On Earth Can We Evaluate the Generated Images By GANs?
Author(s): Youssef Hosni Originally published on Towards AI. Overview of GANs Models Evaluation Metrics GANs consist of two main networks generator and discriminator networks. A GAN generator model is trained using a second model called a discriminator that learns to classify images …
Comprehensive Introduction to AI Image Generation
Author(s): Youssef Hosni Originally published on Towards AI. Image generation with AI refers to the process of using artificial intelligence techniques, particularly machine learning models, to create images. These AI-generated images can range from realistic and natural-looking pictures to highly creative and …
You Probably Know GANs, But Do You Know How To Train It?
Author(s): Youssef Hosni Originally published on Towards AI. A Comprehensive Guide on GANs Training & Minimax Loss Function While GANs have revolutionized image generation, training them can be tricky. This guide will take you through GAN training step-by-step: from how the discriminator …
Top Important Computer Vision Papers for the Week from 25/9 to 1/10
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research On a weekly basis, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image recognition, vision …
A Gentle Introduction to Generative Adversarial Networks (GANs)
Author(s): Youssef Hosni Originally published on Towards AI. What is GAN's main component, and how does it work? GANs have revolutionized the field of machine learning, enabling computers to generate incredibly realistic data, such as images, music, and even text. You might …
Top Important Computer Vision Papers for the Week from 18/9 to 24/9
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research Top highlight On a weekly basis, several top-tier academic conferences and journals showcased innovative research in computer vision, presenting exciting breakthroughs in various subfields such as image …
Top Important Computer Vision Papers for the Week from 11/9 to 17/9
Author(s): Youssef Hosni Originally published on Towards AI. Stay Relevant to Recent Computer Vision Research Computer vision, a field of artificial intelligence that enables machines to interpret and understand the visual world, is rapidly evolving with groundbreaking research and technological advancements. On …
Introduction to Person Re-Identification
Author(s): Aditya Mohan Originally published on Towards AI. Photo by Tobias Tullius on Unsplash Person re-identification is a process that identifies individuals who appear in different non-overlapping camera views. This process does not rely on facial recognition but instead considers clothing details, …
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