Table 14.
Some literature on mobile machine learning.
| Ref. | Ml Algorithm | Optimization Method | Mobile Device | Application |
|---|---|---|---|---|
| [138] | GoogLeNet | Layer slimming and fine-tuning with model compression, | Samsung Galaxy S5 | Computer vision |
| [139] | GMM | Combination of k-Nearest Neighbor (kNN) and neural networks to improve GMM algorithm. | MIT Mobile device | Speaker Verification |
| [140] | DNN | Model Compression, reduced precision, and Rescoring Techniques | Nexus 4 Android Phone | Speech recognition |
| [52] | CNN(Vgg-F, Vgg-M, Vgg-16) | GPU-based acceleration, branch divergence, memory vectorization, and half floating-point computation. | Samsung S5, Samsung Note 4, Samsung S7 | Computer Vision |
| [63] | CNN | Pointwise group convolution and channel shuffling | ARM-based Mobile Device | Image classification, object detection |