Foundation models have transformed auto-annotation, but automation alone cannot guarantee dataset reliability. Quality assurance remains essential for building trustworthy AI systems.
AI-powered QA agents are transforming annotation workflows, but can they fully replace human review in high-stakes AI systems?
A post on how Unitlab AI solves many existing medical annotation problems and improves existing workflows.
What is Micromobility? What is Micromobility annotation, and why care? Essentials, Trends, Challenges, and Future.
Exploring the impact of annotation quality on bounding boxes and segmentation masks.
Best 10 open-source LiDAR datasets for self-driving vehicles: essentials, features, and uses.
Physical AI refers to AI-powered systems that operate in the real, physical world. These systems integrate sensors like cameras and LiDAR, with machine learning so they can perceive their surroundings and take actions in real time.
Applying SAM 3 to video annotation and object tracking looks powerful on paper, but
Top 10+ Real-World Applications of OCR, NLP, and Multi-modal AI Across Industries. With examples and a sample dataset.
