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Guides for visual AI teams.
Practical guides on annotation best practices, dataset formats, model training, and deployment — written for people building real systems.
Annotation8 min
How to Label Images for AI
A complete guide to image annotation for computer vision models.
Coming soonAnnotation6 min
Object Detection Annotation Guide
Annotating bounding boxes for YOLO and COCO object detection models.
Coming soonDataset5 min
Building a Classification Dataset
How to create and structure image classification datasets for training.
Coming soonAnnotation7 min
Segmentation Annotation Guide
Instance and semantic segmentation labeling techniques.
Coming soonFormats6 min
YOLO Dataset Format Explained
Understanding YOLO label files, dataset.yaml, and directory structure.
Coming soonFormats5 min
COCO JSON Format Guide
COCO format annotations, instances, categories, and metadata.
Coming soonDataset4 min
Dataset Splitting Best Practices
Train/val/test splits, stratification, and avoiding data leakage.
Coming soonDataset4 min
Negative Samples in Object Detection
When and how to include images without annotations in training datasets.
Coming soon