Quantization Sensitivity in Small-Object Detection with YOLOv12

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Explore the evolving landscape of aerial detection technology through this comprehensive overview, focused on the challenges and advancements in drone imagery. Delve into the development of YOLO models, contrasting the innovations from YOLOv11 to YOLOv12, supported by quantization benchmarks. The methodology employs VisDrone2019-DET datasets to evaluate FP16 and INT8 quantization, with detailed analysis on evaluation metrics and outcomes. Results highlight critical comparisons between FP16...