International Journal of Comparative Psychology,
Journal Year:
2023,
Volume and Issue:
36(1)
Published: Sept. 25, 2023
Active,
real-time
observation
of
behavior
is
a
time-consuming
task,
which
heavily
resource-limited.
At
the
same
time,
simultaneous
several
individuals
often
paramount
to
increase
statistical
rigor
and
eliminate
potential
temporal
or
environmental
bias,
especially
in
natural
settings.
This
paper
describes
low-cost
video
recording
system
created
by
using
“off-the-shelf”
components.
The
easy
use
can
automatically
record
wide
variety
related
ecological
interactions
evolutionary
processes.
sensitive
enough
broad
range
animals
from
planarians,
small
insects
humans.
It
also
be
used
measure
plants.
will
work
during
daylight
hours
at
night
run
continuously
autonomously
for
48
hours,
longer
if
capture
motion-triggered
bigger
capacity
batteries
data
storage
facilities
are
used.
Computer
vision
is
widely
recognized
as
an
influential
technology
in
the
precision
management
of
animals.
Emerging
studies
have
demonstrated
potential
to
improve
pig
health
and
welfare
with
intelligent
systems
using
camera
surveillance
computer
algorithms.
However,
lack
benchmark
datasets
robust
algorithms
restricts
development
models
artificial
intelligence
applications.
In
this
study,
we
create
a
general-purpose
dataset
(PigLife)
that
contains
video
clips
images
across
most
production
phases
commercial
systems:
Breeding
Gestation,
Farrow
Wean,
Weaning
&
Nursery,
Growth
Finish.
The
then
used
evaluate
performance
up-to-date
foundational
detection
segmentation
first
subset
PigLife
has
42
short
(5
sec
~
2
min)
22K
instances
various
visual
difficulties
covered
scenarios
single
pig,
multiple
pigs
(up
17
pigs),
farrowing
sow
resulting
offspring.
We
apply
develop
(Faster
RCNN,
RetinaNet,
TridentNet)
(Mask
R-CNN,
MViTv2,
Point-Rend);
pretrained
(YOLO8-m,
Faster-RCNN-r50,),
assess
zero-shot
(CLIP-SAM
Grouddino-HQSAM).
results
indicate
provided
rich
background
for
evaluating
robustness
identified
remaining
challenges
respect
Meanwhile,
significant
improvement
performances
show
great
promote
technologies
applications
industry.
International Journal of Comparative Psychology,
Journal Year:
2023,
Volume and Issue:
36(1)
Published: Sept. 25, 2023
Active,
real-time
observation
of
behavior
is
a
time-consuming
task,
which
heavily
resource-limited.
At
the
same
time,
simultaneous
several
individuals
often
paramount
to
increase
statistical
rigor
and
eliminate
potential
temporal
or
environmental
bias,
especially
in
natural
settings.
This
paper
describes
low-cost
video
recording
system
created
by
using
“off-the-shelf”
components.
The
easy
use
can
automatically
record
wide
variety
related
ecological
interactions
evolutionary
processes.
sensitive
enough
broad
range
animals
from
planarians,
small
insects
humans.
It
also
be
used
measure
plants.
will
work
during
daylight
hours
at
night
run
continuously
autonomously
for
48
hours,
longer
if
capture
motion-triggered
bigger
capacity
batteries
data
storage
facilities
are
used.
