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. 2021 Jun 28;21(13):4412. doi: 10.3390/s21134412

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