Tursunaliev, U. and Tulkinov, B. 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 (Jun. 2026). DOI:https://doi.org/10.5281/zenodo.20781147.