Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: MitoVis: A Visually-guided Interactive Intelligent System for Neuronal
  Mitochondria Analysis   Neurons have a polarized structure, including dendrites and axons, and
compartment-specific functions can be affected by dwelling mitochondria. It is
known that the morphology of mitochondria is closely related to the functions
of neurons and neurodegenerative diseases. Even though several deep learning
methods have been developed to automatically analyze the morphology of
mitochondria, the application of existing methods to actual analysis still
encounters several difficulties. Since the performance of pre-trained deep
learning model may vary depending on the target data, re-training of the model
is often required. Besides, even though deep learning has shown superior
performance under a constrained setup, there are always errors that need to be
corrected by humans in real analysis. To address these issues, we introduce
MitoVis, a novel visualization system for end-to-end data processing and
interactive analysis of the morphology of neuronal mitochondria. MitoVis
enables interactive fine-tuning of a pre-trained neural network model without
the domain knowledge of machine learning, which allows neuroscientists to
easily leverage deep learning in their research. MitoVis also provides novel
visual guides and interactive proofreading functions so that the users can
quickly identify and correct errors in the result with minimal effort. We
demonstrate the usefulness and efficacy of the system via a case study
conducted by a neuroscientist on a real analysis scenario. The result shows
that MitoVis allows up to 15x faster analysis with similar accuracy compared to
the fully manual analysis method.

29
The categories of this paper are: funct-an
10
The categories of this paper are: q-bio
2
The categories of this paper are: math
17
The categories of this paper are: q-fin
27
The categories of this paper are: comp-gas
30
The categories of this paper are: q-alg
28
The categories of this paper are: alg-geom
14
The categories of this paper are: math-ph
16
The categories of this paper are: stat
25
The categories of this paper are: patt-sol
7
The categories of this paper are: hep-th
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
18
The categories of this paper are: econ
19
The categories of this paper are: eess
8
The categories of this paper are: hep-ex