Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Can the early human visual system compete with Deep Neural Networks?   We study and compare the human visual system and state-of-the-art deep neural
networks on classification of distorted images. Different from previous works,
we limit the display time to 100ms to test only the early mechanisms of the
human visual system, without allowing time for any eye movements or other
higher level processes. Our findings show that the human visual system still
outperforms modern deep neural networks under blurry and noisy images. These
findings motivate future research into developing more robust deep networks.

13
The categories of this paper are: quant-ph
34
The categories of this paper are: chem-ph
20
The categories of this paper are: acc-phys
5
The categories of this paper are: gr-qc
10
The categories of this paper are: q-bio
0
The categories of this paper are: hep-ph
37
The categories of this paper are: supr-con
31
The categories of this paper are: ao-sci
18
The categories of this paper are: econ
32
The categories of this paper are: atom-ph
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
3
The categories of this paper are: physics
8
The categories of this paper are: hep-ex
25
The categories of this paper are: patt-sol
2
The categories of this paper are: math