The iMerit Blog
From casual to cultured, the iMerit blog tackles a wide array of topics related to security, expertise, and flexibility in the Artificial Intelligence and Machine Learning data-enrichment marketplace.
Feb 6, 2025
Adapting DMS Technology to Handle Unstructured Traffic and Diverse Behavior
Discover how Driver Monitoring Systems (DMS) enhance road safety in India by detecting driver fatigue, distraction, and drowsiness. Learn about AI-powered DMS, its adoption challenges, and its impact on unstructured traffic.
Jun 11, 2025
Managing Uncertainty in Multi-Sensor Fusion: Bayesian Approaches for Robust Object Detection and Localization
Learn how Bayesian methods handle uncertainty in multi-sensor fusion, improving object detection, localization, and safety in autonomous systems. Explore types of uncertainty, Bayesian inference, Kalman filters, and real-world applications in autonomous driving and UAVs.
Jun 10, 2025
Choosing the Right Deployment Model for Healthcare AI Annotation Platform: On-Prem vs. Hybrid vs. Private Cloud
Explore how healthcare organizations can choose the right deployment model —on-prem, hybrid, or private cloud to securely manage medical data and scale AI solutions effectively. Learn about key benefits, challenges, and how Ango Hub supports flexible, compliant cloud infrastructure for healthcare AI.
Jun 5, 2025
Supervised Fine-Tuning for Text-to-Code Models: Building Smarter AI Developers
Supervised Fine-Tuning (SFT) is essential for adapting LLMs into trusted text-to-code generators that produce accurate, secure, and context-aware software. This blog explores the challenges of SFT in coding, the critical role of high-quality annotated datasets, and how iMerit’s expert annotation teams and Ango Hub platform accelerate AI-driven code generation across languages and industries.
Jun 4, 2025
Medical Image Annotation: An Overview
Machine Learning is disrupting the world of medicine and healthcare, allowing professionals to diagnose patients better and faster than before.
Jun 2, 2025
What Makes Multi-Sensor Data So Challenging to Annotate
Discover why annotating multi-sensor data for AI is complex, from diverse formats to cross-modal consistency. Learn how iMerit’s tools and expert teams overcome these challenges. Power your AI with precise, scalable solutions.
May 28, 2025
How Generative AI in Medical Imaging Is Revolutionizing MRI, CT, and Ultrasound Scans
Over 3.6 billion medical imaging procedures are conducted worldwide every year, forming a crucial part of diagnostics. Medical imaging has
May 28, 2025
Image Annotation Applications: 9 Key Use Cases
High-performing AI systems don’t just depend on clever algorithms—they run on clean, structured data. For developers working in computer vision,
May 23, 2025
Continual Learning in Robotics: The Role of Feedback Data Loops
In robotics, learning is an ongoing process. Unlike traditional machine learning models that train once and deploy, robots operate in
May 21, 2025
Semantic Segmentation vs Instance Segmentation: How Do They Differ?
Precision matters when training machines to see the world as we do. Whether teaching autonomous vehicles to navigate traffic or
May 15, 2025
Efficiently Annotating Multi-DICOM Assets: Simplifying Medical AI Workflows with Ango Hub
Learn how Ango Hub simplifies medical imaging workflows by enabling efficient annotation of multi-DICOM assets. Improve accuracy, streamline imports, and accelerate AI model development with cloud-based tools and secure storage integration.
May 14, 2025
What is Data Annotation?
Artificial intelligence models don’t learn in a vacuum. They require enormous volumes of high-quality data, meticulously labeled so that machines
May 9, 2025
Data Annotation for Robotics: Challenges and Innovations
Explore how high-quality data annotation enables robotic systems to navigate, perceive, and act intelligently. Learn about 3D point cloud labeling, sensor fusion, and human-in-the-loop workflows powering robotics across manufacturing, agriculture, healthcare, and household environments.
