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Adaptive Deep Learning Model Selection on Embedded Systems

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Figure

Figure 1: The inference time (d) of four CNN-based image recognition models when processing images (a) - (c).The target object is highlighted on each image
Figure 4: The training process. We use the sameprocedure to train each individual model within thepremodel for each evaluation criterion.
Table 3: Correlation values (absolute) of removedfeatures to the kept ones.
Figure 6: (a) Shows the top-1 accuracy and average inference time of all CNNs(c) Shows the top-1 accuracy of all considered in this work across ourentire training dataset
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