Table 2 Minimum hardware requirements for real-time processing.

From: Research on the construction of cheerleading technique evaluation and teaching system integrating deep visual recognition and cognitive feedback mechanism

Component

Specification

Purpose

CPU

Intel i7-10700 K or AMD Ryzen 7

System orchestration

GPU

NVIDIA RTX 3070 (8GB VRAM)

Deep learning inference

RAM

32GB DDR4 3200 MHz

Frame buffering

Storage

1 TB NVMe SSD

Video caching

Network

Gigabit Ethernet

Multi-camera sync