Resources from the book
Code Downloads
Code examples, practical explanations, and AI prompts to help you put the book into practice.
Chapter 21 · Runtime Helper Code
Start with the data.
Explore the chapter by section. Begin with the data structure, then choose a utility for its code, usage instructions, and AI reproduction prompt.
Darknet Standard Data Structure
Understand the dataset folders and inference objects used by the utilities.
View data structure 21.2Bounding Box Visualizer
Explore bounding-box sizes and their distribution.
Explore utility 21.3Grid / Stride Visualizer
See detection grids alongside labeled objects.
Explore utility 21.4Anchor Calculator
Calculate dataset-specific YOLO anchors.
Explore utility 21.52D Intercept Function
Determine whether two boxes overlap by a positive area.
Explore utility 21.6Mini-Box Combiner
Combine nearby detections belonging to the same label.
Explore utility 21.7Hungarian Matrix
Match two groups of detections one-to-one by proximity.
Explore utility
Before you explore
Before You Run the Code
Please review and accept these code-use terms before accessing the resources.
These utilities are practical starting points. You are responsible for reviewing the code, confirming that it fits your application, and validating its results.
Test in a separate, non-production environment using copies of your data. Back up important files before running code or updating libraries. Apply the same care to code created or modified by an AI assistant.
The code and supporting materials are provided “as is,” without guarantees of accuracy, reliability, or suitability for your application. To the extent permitted by law, STATGATOR Consulting and its owner are not responsible for losses or damages resulting from their use.
By accepting, you acknowledge these terms and assume responsibility for your use of the code and any resulting consequences.
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