computer vision - Labellerr

computer vision

A collection of 83 posts

Active Learning: Less Data, Smarter Models

Active Learning: Less Data, Smarter Models

Active learning is a paradigm shift in the traditional supervised learning approach. Unlike passive learning, which relies on a pre-defined, static set of labeled data for training, active learning algorithms actively participate in the data selection process. This blog delves into the core concepts of active learning and its key

Accelerate Car Damage Annotation With Labellerr's Auto Labeling

Accelerate Car Damage Annotation With Labellerr's Auto Labeling Using SAM

Introduction In the automotive industry, assessing vehicle damage after accidents is a critical task for insurance claim processing, maintenance planning, and safety evaluations. In 2023, the American Automobile Association (AAA) stated that the average cost of automobile repairs in the United States was approximately $3,415. This data point offers

Navigating Waste Sorting and Segregation: Labellerr's Transformative Role

Super Charge Waste Segmentation Annotation With Labellerr To Reduce Cost

Introduction In the world of energy, dealing with the problems of waste is really important. When nuclear facilities are shut down, the waste they leave behind is dangerous. Figuring out how to sort and separate this waste safely is a big challenge. Imagine old nuclear places leaving behind dangerous stuff.

ML Guide on Cell Segmentation Using Watershed Algorithm

Cell Segmentation

ML Guide on Cell Segmentation Using Watershed Algorithm

Introduction Cell segmentation plays a significant role in various fields within biotechnology and life sciences, enabling researchers to analyze cellular structures and functions with precision. One prominent technique employed for this purpose is the Watershed Algorithm, known for its effectiveness in segmenting and separating interlinked clusters within images. The Watershed

Healthcare IoT Data Annotation: Challenges & Solutions

Healthcare IoT Data Annotation: Challenges & Solutions

Introduction The healthcare business has undergone tremendous development in recent years as a result of the integration of Internet of Things (IoT). IoT devices have transformed patient care by allowing for remote monitoring, real-time data collection, and analysis. One of the most important components of utilizing IoT in healthcare is

Photovoltaic System Thermal Inspection using Computer vision

Photovoltaic System Thermal Inspection using Computer vision

Introduction In the global pursuit of sustainable energy solutions, photovoltaic (PV) systems have emerged as an essential technology for harnessing solar power. These systems convert sunlight into electricity, playing a vital role in reducing greenhouse gas emissions and combating climate change. However, ensuring the optimal performance and longevity of PV

Innovative Care: Precision Medicine Empowered by Computer Vision

Computer Vision in Precision Medicine

Innovative Care: Precision Medicine Empowered by Computer Vision

Introduction Meet Sarah, a 42-year-old mother of two who is battling breast cancer. It's a difficult period for her, filled with anxiety about what comes next. Sarah has been informed she requires therapy, but the options are confusing. She is only one of millions of women diagnosed with cancer each

How Computer Vision Based Heat Mapping is Helping Retail

computer vision

How Computer Vision Based Heat Mapping is Helping Retail

Introduction In today's rapidly evolving retail landscape, understanding customer behavior has become paramount for businesses striving to stay competitive. One innovative technology at the forefront of this endeavor is computer vision-based heat mapping. Heat mapping is a technique that provides a visual representation of data by assigning colors to different

Packaging Integrity Check Using Computer Vision

Packaging Integrity Check Using Computer Vision

Introduction In today's globalized world, ensuring the integrity of packaging is crucial. From food safety to preventing product damage, maintaining a robust barrier between product and environment is paramount. Traditionally, packaging inspection relied heavily on manual labor, a process prone to human error, fatigue, and inconsistency. However, advancements in computer

Wind Turbine Surface Damage Detection Using Computer Vision

Wind Turbine Surface Damage Detection Using Computer Vision

Introduction In recent years, renewable energy sources like wind power have gained significant traction in the global energy landscape. Wind turbines play a crucial role in harnessing wind energy and converting it into electricity. However, like any machinery, wind turbines are susceptible to wear and tear, which can affect their

The Role of AI in Power Line Inspections

The Role of AI in Power Line Inspections

Introduction Power lines are cables that carry electricity from power plants to homes, businesses, and other places where it's needed. They're like highways for electricity, stretching across cities and countryside to deliver power to people's homes and devices. Power line inspection is the process of checking these cables to make

In-depth guide to building a retail product checkout model

computer vision

ML Beginner's Guide To Self-Checkout Model

Introduction A retail product checkout refers to the process of finalizing a purchase transaction at a retail store. It involves scanning or manually entering items, calculating the total cost, processing payment, and providing a receipt to the customer. The retail product checkout system refers to the system or framework used

A complete guide to setup CVAT to perform data annotation

A Complete Guide To Setup CVAT To Perform Data Annotation

Introduction Computer Vision Annotation Tool (CVAT) is a powerful open-source platform designed for annotating images and videos to create labeled datasets for machine learning and computer vision projects. It supports image and video annotation, including bounding boxes, polygons, points, and key points. It excels in 3D cuboid annotation, text annotation,

A complete guide to set up Label Studio

A Complete Guide To Set Up Label Studio

Label Studio is a versatile open-source data annotation tool that empowers machine learning practitioners with a user-friendly interface. Label Studio supports annotation for various data types, including images, text, audio, and video. This flexibility makes it suitable for diverse machine learning tasks. The platform integrates seamlessly with popular machine learning

Hands-On Guide to Building a Motion Heatmap

Hands-On Guide to Building a Motion Heatmap

In retail analytics, optimizing store layouts to enhance customer experience is a constant challenge. Traditional methods often lack real-time insights, leaving retailers looking for solutions. With the rise of AI, a popular solution to this problem has been developed - the motion heatmap. By tracking and visualizing customer movements, it

Revolutionizing Healthcare with Computer Vision in Electronic Health Records

AI in healthcare

How Computer Vision Revolutionizing Electronic Health Records For Healthcare

Introduction Sarah, 42, has suffered from constant migraines for years, which cause throbbing pain and debilitating nausea. Despite countless doctor visits and doses of medication, relief seemed unattainable. This condition of her affected her carrer,family etc. According to the Migraine Research Foundation, approximately 12% of people in the United

7 Best Computer Vision Development Libraries

computer vision

7 Best Computer Vision Development Libraries in 2024

Table of Content 1. Introduction 2. OpenCV 3. TensorFlow 4. BoofCV 5. SimpleCV 6. CAFFE 7. Detectron 2 8. OpenVINO 9. Conclusion 10. Frequently Asked Questions Introduction Computer Vision (CV) is changing the way machines perceive and interpret visual information. Computer vision enables machines to "see" and understand the world

Top 10 Image labeling tools of 2024

data annotation

10 Best Image Labeling & Annotation Tools In 2024

With the rise of machine learning and artificial intelligence, image labeling has become a crucial aspect of many industries, from autonomous driving to e-commerce. But with so many image labeling & annotation tools out there, how do you choose the best one for your needs? Well, fear not! In this blog,

Computer Vision in Telemedicine for Enhanced Healthcare Delivery

Computer Vision in Telemedicine for Enhanced Healthcare Delivery

Introduction Mr. Rahman and his daughter Aisha live in a rural village. Mr. Rahman, who suffers from hypertension and his condition needs frequent monitoring and medication changes. There being no nearby hospital, and every journey to the city mean missing a day of work and paying fees they couldn't afford.

Security and Surveillance Using Face Detection Systems

How Face Detection Transforms Security and Surveillance

Introduction In the past 10 years, the worldwide security market has grown a lot, reaching a huge $380.6 billion in 2023. This big increase shows that we need new and smart ideas to make security better. Computer Vision is great for this, and it can help make our security

Anomaly Detection in Computer Vision

Anomaly Detection

Anomaly Detection For Video Based Security and Surveillance

Introduction People want to make sure the world is super safe, just like how grown-ups make sure their homes are safe. They wondered, "How can we find things that seem a bit different and might be a little tricky?" This is where something called Anomaly Detection comes in! Anomaly Detection

Integration of Vehicle Surveillance and Computer Vision

computer vision

How Computer Vision Based Vehicle Surveillance Enhance Road Safety

Introduction Making sure our roads are safe is a big job, just like how we keep our play area safe. Did you know that sometimes, it can be a bit tricky to make sure everyone is driving safely on the roads? The challenge we face is that there are many

Computer Vision and the Buyer's Journey

Computer Vision and the Buyer's Journey

Introduction The buyer's journey is an important part of this advanced type of marketing since it allows firms to assist their clients by delivering educational content that helps them understand their problem and the possibilities for fixing it. One big issue with traditional marketing is that it was not intended

Transforming Retail with CV-Powered Personalization

computer vision

Transforming Retail with Computer Vision Powered Personalization

Introduction Assume you are a retailer and your clients are dissatisfied with your service because you do not provide personalized interactions. Yes, it is true. 71% of people expect companies to provide personalize experiences. And 76% are irritated when this does not happen. Personalization increases performance and improves client outcomes.

Computer Vision Transforming Retail Checkouts

Self Checkouts: How Computer Vision Enhance Buying Experience For Consumers

Introduction Imagine youself as a retailer and your customers are fleeing the store because of huge lines. Yes, it is true. According to a new study, 86% of U.S. consumers have left a store in the last year owing to displeasure with long wait lines. Retailers face a problem