Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Holistic Fine-grained GGS Characterization: From Detection to Unbalanced
  Classification   Recent studies have demonstrated the diagnostic and prognostic values of
global glomerulosclerosis (GGS) in IgA nephropathy, aging, and end-stage renal
disease. However, the fine-grained quantitative analysis of multiple GGS
subtypes (e.g., obsolescent, solidified, and disappearing glomerulosclerosis)
is typically a resource extensive manual process. Very few automatic methods,
if any, have been developed to bridge this gap for such analytics. In this
paper, we present a holistic pipeline to quantify GGS (with both detection and
classification) from a whole slide image in a fully automatic manner. In
addition, we conduct the fine-grained classification for the sub-types of GGS.
Our study releases the open-source quantitative analytical tool for
fine-grained GGS characterization while tackling the technical challenges in
unbalanced classification and integrating detection and classification.

21
The categories of this paper are: adap-org
8
The categories of this paper are: hep-ex
27
The categories of this paper are: comp-gas
30
The categories of this paper are: q-alg
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci
34
The categories of this paper are: chem-ph
32
The categories of this paper are: atom-ph
22
The categories of this paper are: chao-dyn
28
The categories of this paper are: alg-geom
14
The categories of this paper are: math-ph
36
The categories of this paper are: cmp-lg
29
The categories of this paper are: funct-an
15
The categories of this paper are: nucl-ex
2
The categories of this paper are: math
17
The categories of this paper are: q-fin