Latest Blog Posts
How to Label Fish Images for Deep Learning: Best Tools and Practices
A practical walkthrough of tools, file formats, and workflows for creating high-quality fish image datasets for species recognition and re-identification projects.
Read MoreMetric Learning vs. Classification Head: What Works Best for Fish Re-ID?
Comparing approaches for re-identification: should you use metric learning pipelines or rely on standard classification layers? Lessons from marine datasets.
Read MoreRunning Object Detection on ZED Camera Footage in Real Time
Reflections on deploying YOLO models for live species detection with the ZED 2 stereo camera, including real-world challenges and solutions at sea.
Read MoreClass Activation Mapping: Making Deep Models Interpretable
Explaining the theory and implementation of Grad-CAM, with examples from fish identification use cases and regulatory compliance in fisheries monitoring.
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