Combined deep convolutional neural networks for abnormality classification in wireless capsule endoscopy images
Multimedia Tools and Applications,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 26, 2025
Language: Английский
MLFA-UNet: A Multi-Level Feature Assembly UNet for Medical Image Segmentation
Methods,
Journal Year:
2024,
Volume and Issue:
232, P. 52 - 64
Published: Oct. 30, 2024
Language: Английский
Early stopping strategies in Deep Image Prior
Soft Computing,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 17, 2025
Language: Английский
Early stopping strategies in Deep Image Prior
Research Square (Research Square),
Journal Year:
2024,
Volume and Issue:
unknown
Published: May 30, 2024
Abstract
The
so-called
Deep
Image
Prior
approach
is
an
unsupervised
deep
learning
methodology
which
has
gained
great
interest
in
recent
years
due
to
its
effectiveness
tackling
imaging
problems.
However,
a
well
known
drawback
of
the
need
for
proper
early
stopping
technique
prevent
undesired
corruptions
reconstructed
images.
Determining
optimal
number
iterations
depends
on
both
specific
application
and
features
images
being
processed.
As
consequence,
several
numerical
trials
are
typically
required
decide
when
stop
procedure,
resulting
significant
computational
costs
time
requirements.
This
paper
aims
introduce
two
techniques
Prior,
based
different
approaches
perspectives.
first
one
relies
Neural
Architecture
Search
strategy
by
generating
hyperparameters
configurations
neural
network
employed
that
shall
be
able
provide
clean
comparable
those
obtained
standard
configuration,
optimally
stopped,
but
with
significantly
fewer
iterations.
second
proposed
modified
version
BRISQUE
metric,
no-reference
image
quality
measure,
it
track
behaviour
PSNR
curve,
applying
without
knowing
ground
truth
image.
While
NAS-based
particularly
suited
situations
where
limited,
this
latter
also
relevant
larger
allowed.
Several
experiments
denoising
applications
show
promising
performance
combined
suggested
procedures.
Language: Английский
A Systematic Review of Ulcer Detection Methods in Wireless Capsule Endoscopy
Informatics in Medicine Unlocked,
Journal Year:
2024,
Volume and Issue:
51, P. 101600 - 101600
Published: Jan. 1, 2024
Language: Английский
DMFC-UFormer: Depthwise multi-scale factorized convolution transformer-based UNet for medical image segmentation
Biomedical Signal Processing and Control,
Journal Year:
2024,
Volume and Issue:
101, P. 107200 - 107200
Published: Nov. 26, 2024
Language: Английский