Tursunaliev, Ulugbek, and Bakhromjon Tulkinov. 2026. “HARDWARE-AWARE PERFORMANCE OPTIMIZATION OF YOLOV8 FOR REAL-TIME APPLICATIONS: GPU ACCELERATION WITH TENSORRT AND AN ANALYTICAL FPGA COMPARISON”. Innovation Science and Technology 2 (6). Tashkent, Uzbekistan. https://doi.org/10.5281/zenodo.20781147.