Core Concepts
Cross-covariate gait recognition poses significant challenges, necessitating the development of the CCGR dataset and the ParsingGait framework to address diverse covariates and enhance gait recognition accuracy.
Stats
CCGR dataset has 970 subjects and 1.6 million sequences.
Existing SOTA methods achieve less than 43% accuracy on CCGR.
Quotes
"Cross-covariate gait recognition is a pivotal challenge for practical applications."
"ParsingGait demonstrates remarkable potential for further advancement."
"Existing methods fall short in addressing the urgency of exploring cross-covariate gait recognition."