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ResearchFormerly WizWand

VGG

Benchmarks

TaskDatasetSOTA resultTrendResults

Privacy-preserving neural network inference

VGG (inference)

25.6Inference Latency (s)

18

VGG (test)

4.1MAE

14

Audio classification

VGG-S

80.1Top-1 Accuracy

12

VGG → ADI

9.2MAE

7

Pose Estimation

VGG multi-view v1 (Wadham College)

0Loss

5

VGG → DCC

2.7MAE

5

Untargeted Adversarial Attack

VGG-19

100Fooling Rate

5

RGB-to-X retrieval

VGG-S

30.1R@1

4

CNN Inference Acceleration

VGG 16-layer (inference)

72.5Conv Latency (ms)

4

Privacy-Preserving Neural Network Inference (Online Phase)

VGG WAN1

224Latency (s)

3

Privacy-Preserving Neural Network Inference (Online Phase)

VGG LAN

2,410Communication (MiB)

3

Secure Neural Network Inference

VGG WAN1

1,092Inference Latency (s)

3

Secure Neural Network Inference

VGG LAN

4,318Communication Overhead (MiB)

3

Encrypted Inference

VGG5

0.012Memory (GB)

2

Model Inversion Defense (LOMMA-GMI Attack)

VGG-16

81.79Accuracy

2

Graph partitioning

VGG computation graph

4Edge Cut

2