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Documentation

A Comprehensive Guide to Object Tracking Algorithms in 2025

MIN READ

December 6, 2025

Comprehensive comparison of the latest advanced object tracking methods including ByteTrack, SAMBA-MOTR, CAMELTrack, Cutie, and DAM4SAM. Analysis covers tracking-by-detection vs detection-by-tracking paradigms, performance metrics, computational efficiency, and real-world applications in autonomous driving, surveillance, and video analytics.

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How to Fine-Tune Qwen2.5-VL

MIN READ

June 30, 2025

Learn how to train Qwen2.5-VL to automatically detect and describe objects in images. This guide covers dataset preparation, training on consumer GPUs, and real-world results with detailed examples and troubleshooting tips

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A Comprehensive Guide to Model Fusion Techniques for Metadata-Aware Training

MIN READ

June 6, 2025

Learn how to enhance computer vision model performance by integrating metadata through early, middle, and late fusion techniques. Discover practical YOLO11 implementation examples and achieve up to 20% accuracy improvements in challenging classification tasks.

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