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He chose to work on the principal cell type of the dopamine-making region of the brain, known as the medium-spiny projection neuron, because unlike the cerebral cortex, where many different types of neuron work side by side, the corpus striatum has almost pure medium-spiny neurons, giving enough material for biochemical analysis.
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How a biological neuron works is modeled by an artificial neuron, as depicted by Figure1.
That results in each neuron works on the same kinds of image patches to avoid compromise to different image contents.
On the other hand, in all the previous deep-learning-based methods, each neuron works on the whole input feature map.
The neuron works on the whole image has to compromise to these totally different image contents that will affect their activity to the final output.
Neuron works with fixed point arithmetic, and is designed with the accent to effective utilization of the FPGA resources, parallelism and computing speed.
"Richard pulled a sea slug, Aplysia californica, out of a salt water tank and suggested to me that it would be a good idea to start by understanding how a single neuron works," Kreiner says.
Therefore, it is reasonable to imagine that the shape of these branches can influence how the neuron works; however, this idea has rarely been tested experimentally.
It will instead come from asking how the many neurons work together within those voxels.
This is similar (deliberately so) to the way neurons work.
At present, we still know too little about how individual neurons work to know how to put them together into viable networks.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com