Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Smart Parking Space Detection under Hazy conditions using Convolutional
  Neural Networks: A Novel Approach   Limited urban parking space combined with urbanization has necessitated the
development of smart parking systems that can communicate the availability of
parking slots to the end users. Towards this, various deep learning based
solutions using convolutional neural networks have been proposed for parking
space occupation detection. Though these approaches are robust to partial
obstructions and lighting conditions, their performance is found to degrade in
the presence of haze conditions. Looking in this direction, this paper
investigates the use of dehazing networks that improves the performance of
parking space occupancy classifier under hazy conditions. Additionally,
training procedures are proposed for dehazing networks to maximize the
performance of the system on both hazy and non-hazy conditions. The proposed
system is deployable as part of existing smart parking systems where limited
number of cameras are used to monitor hundreds of parking spaces. To validate
our approach, we have developed a custom hazy parking system dataset from
real-world task-driven test set of RESIDE-\b{eta} dataset. The proposed
approach is tested against existing state-of-the-art parking space detectors on
CNRPark-EXT and hazy parking system datasets. Experimental results indicate
that there is a significant accuracy improvement of the proposed approach on
the hazy parking system dataset.

12
The categories of this paper are: nucl-th
18
The categories of this paper are: econ
0
The categories of this paper are: hep-ph
29
The categories of this paper are: funct-an
7
The categories of this paper are: hep-th
37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph
35
The categories of this paper are: mtrl-th
36
The categories of this paper are: cmp-lg
3
The categories of this paper are: physics
23
The categories of this paper are: solv-int
14
The categories of this paper are: math-ph
30
The categories of this paper are: q-alg
26
The categories of this paper are: bayes-an
28
The categories of this paper are: alg-geom
22
The categories of this paper are: chao-dyn