A Smart Surveillance System for Uncooperative Gait Recognition Using Cycle Consistent Generative Adversarial Networks (CCGANs)

Table 3

Comparative analysis with the existing work under covariate conditions.

Sr. no.	Method	Normal	Bags	Coats (%)	Average accuracy (%)	Covariate
1	Bashir et al. [13]	100.0%	78.3%	44.4	74.2	Yes
2	Gupta et al. [18]	NA	86.2%	61.4	73.8	Yes
3	Hawas et al. [23]	97.6%	45.3%	49.6	64.1	Yes
4	Yu et al. [50]	95.97%	65.32%	42.74	68.01	Yes
5	Yao et al. [27]	NA	NA	38	38	Yes
6	Su et al. [25]	93.2%	72.8%	59.1	75.03	Yes
7	Proposed method	97.98%	79%	51.8	76.26	Yes