Applications of deep learning in fish habitat monitoring: A tutorial and survey
Expert Systems with Applications,
Journal Year:
2023,
Volume and Issue:
238, P. 121841 - 121841
Published: Oct. 1, 2023
Marine
ecosystems
and
their
fish
habitats
are
becoming
increasingly
important
due
to
integral
role
in
providing
a
valuable
food
source
conservation
outcomes.
Due
remote
difficult
access
nature,
marine
environments
often
monitored
using
underwater
cameras
record
videos
images
for
understanding
life
ecology,
as
well
preserve
the
environment.
There
currently
many
permanent
camera
systems
deployed
at
different
places
around
globe.
In
addition,
there
exists
numerous
studies
that
use
temporary
survey
habitats.
These
generate
massive
volume
of
digital
data,
which
cannot
be
efficiently
analysed
by
current
manual
processing
methods,
involve
human
observer.
Deep
Learning
(DL)
is
cutting-edge
Artificial
Intelligence
(AI)
technology
has
demonstrated
unprecedented
performance
analysing
visual
data.
Despite
its
application
myriad
domains,
habitat
monitoring
remains
under
explored.
this
paper,
we
provide
tutorial
covers
key
concepts
DL,
help
reader
grasp
high-level
how
DL
works.
The
also
explains
step-by-step
procedure
on
algorithms
should
developed
challenging
applications
such
monitoring.
comprehensive
deep
learning
techniques
including
classification,
counting,
localisation,
segmentation.
Furthermore,
publicly
available
datasets,
compare
various
domains.
We
discuss
some
challenges
opportunities
emerging
field
processing.
This
paper
written
serve
scientists
who
would
like
develop
it
following
our
tutorial,
see
evolving
facilitate
research
efforts.
At
same
time,
suitable
computer
state-of-the-art
DL-based
methodologies
Language: Английский
Urban stressors: Interactive effects of noise, light regime and fluoxetine on zebrafish behavior
Asma Al Shuraiqi,
No information about this author
Michael J. Barry
No information about this author
The Science of The Total Environment,
Journal Year:
2025,
Volume and Issue:
972, P. 179101 - 179101
Published: March 17, 2025
Language: Английский
Chronic consequences of atrazine exposure on growth, proximate composition and histological integrity in clarias gariepinus and its hybrid progeny
K. P. Okpala-Ezennia,
No information about this author
A.A. Nlewadim,
No information about this author
C.F. Ikeogu
No information about this author
et al.
Environmental Pollution and Management,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 1, 2025
Language: Английский
Early warning system for nocardiosis in largemouth bass (Micropterus salmoides) based on multimodal information fusion
Zhenming Huang,
No information about this author
Hai-Xiang Zhao,
No information about this author
Zhengguo Cui
No information about this author
et al.
Computers and Electronics in Agriculture,
Journal Year:
2024,
Volume and Issue:
226, P. 109393 - 109393
Published: Aug. 30, 2024
Language: Английский
Chronic exposure to low concentration of Diflubenzuron and Pyriproxyfen induces brain oxidative stress and inflammation and alters locomotion in zebrafish (Danio rerio)
Júlia Robert de Sousa Teixeira,
No information about this author
Augusto Monteiro de Souza,
No information about this author
João Vitor de Macedo-Sampaio
No information about this author
et al.
Environmental Research,
Journal Year:
2024,
Volume and Issue:
264, P. 120278 - 120278
Published: Nov. 1, 2024
Language: Английский
Fenpropathrin causes alterations in locomotion and social behaviors in zebrafish (Danio rerio)
Sian‐Tai Liu,
No information about this author
Jiun-Lin Horng,
No information about this author
Li‐Yih Lin
No information about this author
et al.
Aquatic Toxicology,
Journal Year:
2023,
Volume and Issue:
265, P. 106756 - 106756
Published: Nov. 7, 2023
Language: Английский
Effects of short-term exposure to a pesticide mixture on free-swimming behavior in goldfish, Carassius auratus
Esmirna Cantu,
No information about this author
Michelle Rivera,
No information about this author
Brittney Lacy
No information about this author
et al.
Journal of Hazardous Materials Advances,
Journal Year:
2023,
Volume and Issue:
11, P. 100350 - 100350
Published: Aug. 1, 2023
The
prevalence
of
pesticides
in
the
aquatic
environment
continues
to
increase
due
anthropogenic
activities
and
poses
a
threat
organisms.
Notably,
intensive
use
can
cause
detrimental
effects
(i.e.,
chemical
stressors)
on
animal
behavior.
aim
this
study
was
determine
short-term
exposure
(5-day)
an
environmentally
relevant
pesticide
mixture
(low-
high-dose:
metolachlor
2.4
12
μg/L;
linuron
2.0
10
isoproturon
1.2
6.0
tebucanazole
alconifen
0.8
4.0
atrazine
0.4
pendimethalin;
azinphos-methyl
μg/L)
fish
swimming
behaviors.
Results
indicated
that
low
dose
decreased
distance
swam
goldfish.
Spatial
behavior
also
altered
during
exposure,
with
increased
time
spent
lowest
horizontal
region
aquariums
both
low-
high-dose
groups.
In
vertical
spatial
analysis,
all
groups
showed
lowered
amounts
middle
aquariums,
especially
Collectively,
these
data
indicate
significantly
alters
free-swimming
teleost
species.
Language: Английский
Dysfunction of Prkcaa Links Social Behavior Defects with Disturbed Circadian Rhythm in Zebrafish
Han Hu,
No information about this author
Yong Long,
No information about this author
Guili Song
No information about this author
et al.
International Journal of Molecular Sciences,
Journal Year:
2023,
Volume and Issue:
24(4), P. 3849 - 3849
Published: Feb. 14, 2023
Protein
kinase
Cα
(PKCα/PRKCA)
is
a
crucial
regulator
of
circadian
rhythm
and
associated
with
human
mental
illnesses
such
as
autism
spectrum
disorders
schizophrenia.
However,
the
roles
PRKCA
in
modulating
animal
social
behavior
underlying
mechanisms
remain
to
be
explored.
Here
we
report
generation
characterization
prkcaa-deficient
zebrafish
(Danio
rerio).
The
results
behavioral
tests
indicate
that
deficiency
Prkcaa
led
anxiety-like
impaired
preference
zebrafish.
RNA-sequencing
analyses
revealed
significant
effects
prkcaa
mutation
on
expression
morning-preferring
genes.
representatives
are
immediate
early
genes,
including
egr2a,
egr4,
fosaa,
fosab
npas4a.
downregulation
these
genes
at
night
was
attenuated
by
dysfunction.
Consistently,
mutants
demonstrated
reversed
day-night
locomotor
rhythm,
which
more
active
than
morning.
Our
data
show
regulating
interactions
link
defects
disturbed
rhythm.
Language: Английский
Early Warning System for Nocardiosis in Largemouth Bass (Micropterus Salmoides) Based on Multimodal Information Fusion
Zhenming Huang,
No information about this author
Hai-Xiang Zhao,
No information about this author
Zhengguo Cui
No information about this author
et al.
Published: Jan. 1, 2024
Language: Английский
Far from Their Origins: A Transcriptomic Investigation on How 2,4‐Di‐tert‐butyl‐6‐(5‐chloro‐2H‐benzotriazol‐2‐yl) Phenol Affects Rainbow Trout Alevins
Environmental Toxicology and Chemistry,
Journal Year:
2024,
Volume and Issue:
43(9), P. 2026 - 2038
Published: June 25, 2024
Benzotriazole
ultraviolet
stabilizers
(BUVSs)
are
a
group
of
widely
used
chemicals
added
to
variety
consumer
(e.g.,
plastics)
and
industrial
metal
coating)
goods.
Although
detected
globally
as
an
environmentally
persistent
pollutant,
BUVSs
have
received
relatively
little
toxicological
attention
only
recently
been
acknowledged
affect
development
the
endocrine
system
in
vivo.
In
our
previous
study,
altered
behavior,
indicative
potential
neurotoxicity,
was
observed
among
rainbow
trout
alevins
(day
14
posthatching)
that
were
microinjected
embryos
with
single
relevant
dose
2,4-di-tert-butyl-6-(5-chloro-2H-benzotriazol-2-yl)
phenol
(UV-327).
present
follow-up
we
performed
whole-transcriptome
profiling
(RNA
sequencing)
newly
hatched
from
same
batch.
The
primary
aim
identify
biomarkers
related
behavior
neurology.
Dose-specifically,
1
176
differentially
expressed
genes
(DEGs)
identified.
presenting
(273.4
ng
g
Language: Английский