The confluence of Deep Learning and Computer Vision has given rise to a new generation of models that have not only surpassed human-level performance in various tasks such as object detection, image classification, and semantic segmentation but also opened up exciting possibilities for intelligent visual perception across diverse domains. Although these models have achieved success, […]
In an era where data volume keeps growing exponentially, intelligent systems that can recognize patterns and generate critical data are more essential. Pattern Recognition Algorithms are one of the most useful tools to help address this need. They have changed how computers work with large databases to analyze tremendous quantities of data quickly and accurately. […]
In Computer Vision, the quality and diversity of training data have a significant impact on the performance of Deep Learning models. However, gathering huge, high-quality datasets can be difficult and time-consuming, particularly in specialized industries or under certain conditions. Image Data Augmentation provides a more effective method for enriching and widening existing datasets, increasing the […]
Introduction Data Annotations play an important role in the accuracy and learning capabilities of Computer Vision models. These annotations, which include object labels, segmentation masks, and key points, help the models understand visual information and make predictions from data i.e., from the content of images or videos. They are essential components in various models like […]
Introduction In today’s fast-paced digital age, visual information is abundant but often underused. Companies face challenges in conducting effective analytics and gaining insights from this data. This is where Computer Vision steps in as a game changer. Using advanced algorithms such as Machine Learning and Deep Learning, Computer Vision provides solutions to complex visual problems. […]
Overlooked labeling errors during production can result in significant financial consequences. The incidence of product recalls due to labeling issues can lead to costs ranging from tens of thousands to over a million dollars, depending on the product’s reach and severity of the error. These costs involve expenses such as product relabeling, delays in market, […]
In the past few years, the bottled water industry has had amazing growth, with a rate of 10% per year all over the world which was stimulated by changing consumer preferences, increased health consciousness, and bottled water convenience. “The Bottled Water Market experienced a significant growth of 73% between 2010 and 2020, and it is […]
Precision in biscuit dimensions during manufacturing offers a key factor for maintaining product integrity and consumer satisfaction. Delivering consistent biscuit dimensions over different baking activities is labor-intensive because it requires accounting for many factors, including ingredient levels, dough mixing conditions, and bake settings. Deviations, even minor, in these components account for considerable deviations in biscuit […]
When you visit a grocery store and cannot find the product you are searching for, it can be quite frustrating. Making sure that products are readily available on store shelves is vital to increase profitability and customer satisfaction. When a desired product is not found where it is expected to be, known as “out-of-stock” (OOS), […]
Object detection is a crucial task in computer vision, enabling the identification and localizing of objects in images and videos. The YOLO (You Only Look Once) algorithm family has emerged as a frontrunner in real-time object detection, offering a balance of accuracy and speed. This document delves into the evolution of the YOLO family, highlighting each version’s […]