Table 5 CT analysis of the PASLR-DDPFEM approach with existing methods.

From: Improving sign Language recognition system for assisting deaf and dumb people using pathfinder algorithm with representation learning model

Methodology

CT (sec)

CNN Classifier

22.35

VGG16 Method

21.78

EfficientNet V2

11.19

MobileNetV2

20.81

SignLan-Net

9.95

Faster R-CNN

12.62

Inception V3

19.78

PASLR-DDPFEM

6.34

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