Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Visualizing and Understanding Vision System   How the human vision system addresses the object identity-preserving
recognition problem is largely unknown. Here, we use a vision
recognition-reconstruction network (RRN) to investigate the development,
recognition, learning and forgetting mechanisms, and achieve similar
characteristics to electrophysiological measurements in monkeys. First, in
network development study, the RRN also experiences critical developmental
stages characterized by specificities in neuron types, synapse and activation
patterns, and visual task performance from the early stage of coarse salience
map recognition to mature stage of fine structure recognition. In digit
recognition study, we witness that the RRN could maintain object invariance
representation under various viewing conditions by coordinated adjustment of
responses of population neurons. And such concerted population responses
contained untangled object identity and properties information that could be
accurately extracted via high-level cortices or even a simple weighted
summation decoder. In the learning and forgetting study, novel structure
recognition is implemented by adjusting entire synapses in low magnitude while
pattern specificities of original synaptic connectivity are preserved, which
guaranteed a learning process without disrupting the existing functionalities.
This work benefits the understanding of the human visual processing mechanism
and the development of human-like machine intelligence.

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The categories of this paper are: math
24
The categories of this paper are: dg-ga
22
The categories of this paper are: chao-dyn
3
The categories of this paper are: physics
37
The categories of this paper are: supr-con
19
The categories of this paper are: eess
12
The categories of this paper are: nucl-th
15
The categories of this paper are: nucl-ex
32
The categories of this paper are: atom-ph
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The categories of this paper are: hep-lat
34
The categories of this paper are: chem-ph
31
The categories of this paper are: ao-sci
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The categories of this paper are: acc-phys
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The categories of this paper are: adap-org
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The categories of this paper are: alg-geom
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The categories of this paper are: gr-qc