Enabling platforms for edge-centric video analytics encompasses a spectrum of hardware substrates, software toolkits, open-source datasets, commercial frameworks, and emerging research prototypes. A comprehensive taxonomy can be established across device-level, local-area, and wide-area scales, illustrating how resource constraints, bandwidth variability, and strict latency requirements shape distinct architectural strategies.