Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Single Image Deraining: A Comprehensive Benchmark Analysis   We present a comprehensive study and evaluation of existing single image
deraining algorithms, using a new large-scale benchmark consisting of both
synthetic and real-world rainy images.This dataset highlights diverse data
sources and image contents, and is divided into three subsets (rain streak,
rain drop, rain and mist), each serving different training or evaluation
purposes. We further provide a rich variety of criteria for dehazing algorithm
evaluation, ranging from full-reference metrics, to no-reference metrics, to
subjective evaluation and the novel task-driven evaluation. Experiments on the
dataset shed light on the comparisons and limitations of state-of-the-art
deraining algorithms, and suggest promising future directions.

14
The categories of this paper are: math-ph
18
The categories of this paper are: econ
8
The categories of this paper are: hep-ex
19
The categories of this paper are: eess
10
The categories of this paper are: q-bio
22
The categories of this paper are: chao-dyn
33
The categories of this paper are: plasm-ph
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
26
The categories of this paper are: bayes-an
20
The categories of this paper are: acc-phys
0
The categories of this paper are: hep-ph
32
The categories of this paper are: atom-ph
27
The categories of this paper are: comp-gas
21
The categories of this paper are: adap-org
15
The categories of this paper are: nucl-ex