ImageNet Challenging Classification with the Raspberry Pi: An Incremental Local Stochastic Gradient Descent Algorithm. (arXiv:2203.11853v3 [cs.CV] UPDATED)

With rising powerful, low-cost embedded devices, the edge computing has
become an increasingly popular choice. In this paper, we propose a new
incremental local stochastic gradient descent (SGD) tailored on the Raspberry
Pi to deal with large ImageNet ILSVRC 2010 dataset having 1,261,405 images with
1,000 classes. The local SGD splits the data block into $k$ partitions using
$k$means algorithm and then it learns in the parallel way SGD models in each
data partition to classify the data locally. The …

algorithm arxiv classification cv gradient imagenet incremental pi stochastic