Computer Vision Archives - Open Data Science - Your News Source for AI, Machine Learning & more

Adversarial Image Explanation Through Alibi

Deep Learning Modeling Adversarial Image Explanation Computer Vision Europe 2021posted by ODSC Community May 7, 2021

Deep learning-based computer vision has plenty of real-life applications. In particular, Convolutional Neural Network (CNN) architectures are commonly used across multiple CV tasks as they have high accuracy. But their strength leads also to a weakness point, as a little perturbation to an input image/frame can... Read more

Dataset Management for Computer Vision

Blogs from ODSC Speakers Conferences Modeling Computer Vision Dataset Management East 2021posted by ODSC Community February 15, 2021

When building computer vision solutions, the emphasis is usually on the modeling side and on leveraging the latest algorithm. While the model is important, in my experience I have found that an even more important component to delivering a successful solution is to build and maintain... Read more

Creating Typography Using Word Cloud in Python

Deep Learning Modeling Computer Visionposted by ODSC Community June 25, 2020

Cameras’ biggest recent advancements have come from AI, not sensors and lenses. Over the past couple of years, technology has enabled staggering advances in photography. AI is transforming both the way we shoot photos and how we edit them. As ‘computer vision’ becomes an important part... Read more

Data Science in Manufacturing: An Overview

Business + Management Manufacturing Computer Vision East 2020posted by ODSC Community February 17, 2020

In the last couple of years, data science has seen an immense influx in various industrial applications across the board. Today, we can see data science applied in health care, customer service, governments, cybersecurity, mechanical, aerospace, and other industrial applications. Among these, manufacturing has gained more... Read more

Creativity Inspired Zero-Shot Learning: Classifying Unseen Classes

Blogs from ODSC Speakers Conferences Machine Learning Modeling Computer Vision zero-shot learningposted by ODSC Community November 5, 2019

Zero-shot learning (ZSL) aims at understanding unseen categories with no training examples from class-level descriptions. To improve the discriminative power of zero-shot learning, we model the visual learning process of unseen categories with inspiration from the psychology of human creativity for producing novel art. We relate... Read more

Working Towards Planetary Scale Location Insights

Deep Learning Modeling Computer Vision geospatial temporal analysisposted by ODSC Community October 24, 2019

Approaches for making geospatial imagery accessible to (geo)data scientists. This post discusses planetary scale location insights. Recent innovations in agile aerospace have created unique offerings in high cadence satellite imagery. While this is of immense interest to imagery analysts, a significant portion of GIS professionals and... Read more

Smart Image Analysis for Omnichannel Retail Applications

Blogs from ODSC Speakers Business + Management Conferences Deep Learning Machine Learning Modeling Computer Vision e-commerce image analysis West 2019posted by Abon Chaudhuri August 7, 2019

Editor’s note: Abon is a speaker for ODSC West this Fall! Consider attending his talk, “Computer Vision for E-Commerce: Intelligent Analysis and Selection of Product Images at Scale” then. In retail, the role of product images is critical in delivering satisfactory customer experience. Images help online... Read more

A Manager’s Guide to Starting a Computer Vision Program

Business + Management Conferences Machine Learning Computer Vision West 2018posted by Elizabeth Wallace, ODSC July 19, 2019

So you’re thinking of starting a computer vision program, but you’ve realized now that the logistics are overwhelming. What framework do you use? What infrastructure? Do you go with an out of the box solution or take the time to build your own? Cloud GPU or... Read more

Watch: A Manager’s Guide to Starting a Computer Vision Program

Business + Management Conferences Machine Learning Modeling Accelerate AI Computer Vision Machine Learningposted by ODSC Team July 9, 2019

This talk by Ali Vanderveld provides you with a guide for data science leaders and managers who are thinking about starting a computer vision program. It will help you think through a set of sequential questions that you’re likely to encounter along the way: [Related Article:... Read more

4 Steps to Start Machine Learning with Computer Vision

Machine Learning Modeling Computer Vision Machine Learningposted by Ralabs April 24, 2019

In 2012, AlexNet took first place at the ImageNet Large Scale Visual Recognition Challenge, marking the first time a convolutional neural network had won the image classification competition. One more factor that made this achievement much more significant is that AlexNet showed twice the accuracy than... Read more