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Journal of Cloud Computing

Advances, Systems and Applications

Table 4 Edge offloads and Privacy Under \(E_b\)

From: A privacy protection approach in edge-computing based on maximized dnn partition strategy with energy saving

Model

Quantization

Offloads

Privacy

Accuracy (top1)

  

#B

#L

  

ResNet18

full-precision

1

2

0.8045

0.7679

 

8-bit Uniq

5

12

0.8877

0.7679

 

ours

7

17

0.9595

0.7302

ResNet50

full-precision

1

4

0.8493

0.7812

 

8-bit Uniq

4

14

0.8542

0.7807

 

ours

6

20

0.9454

0.7642

MobileNet

full-precision

13

24

0.9826

0.6516

 

8-bit Uniq

14

26

1.0427

0.6462

 

ours

14

26

1.1102

0.6207

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