H. Subramoni

Accelerating Data Preprocessing for Efficient Vision Model Inference on Jetson Edge Device

Data preprocessing is a crucial part of deep learning workflows on edge devices. However, decoding data saved in JPEG format is very compute-intensive and occupies a major portion of the preprocessing pipeline. Therefore, increasing the decoding speed is vital for improving overall throughput, especially for inputs wit...