Table 10 Comparison of upsampling methods based on flops and GPU usage.

From: Enhanced pedestrian walkway object detection using deep learning and pelican optimization algorithm for assisting disabled persons

Methods

FLOPs

GPU

Nearest

136.01

2161

Bilinear

135.86

3049

Deconv

143.93

2748

Pixel Shuffle

167.31

2895

Dysample

136.07

3530

CARAFE

135.98

2314

EPWOD-POAADP

90.34

1200

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