IMPORTANT: Advanced Pollen Classification of Indian Medicinal Plants through SEM and Computer Vision
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 13, 2025
Abstract
Pollen
grains
of
plant
species
have
unique
morphological
characteristics.
The
variability
in
shape,
size,
and
microscopic
pollen
surface
features
can
be
efficiently
used
to
determine
the
which
they
belong.
This
approach
instrumental
regions
with
rich
biodiversity
species,
specifically
medicinal
plant.
creation
a
dataset
for
these
using
SEM
images
computer
vision
application
beneficial
their
identification.
We
developed
robust
utilizing
scanning
electron
microscopy
(SEM)
generate
high-resolution
from
28
importance
employed
techniques
accurate
segmentation
classification
based
on
diverse
features.
In
this
study,
comprising
269
5842
was
across
classes.
addition,
we
created
globally
accessible
database
named
IMPORTANT
(Indian
Medicinal
Plants
Images
Dataset
Research,
Training,
Analysis
Neural
Networks)
facilitate
easy
retrieval
sharing
images.
study
effectively
identify
by
through
database.
Since
even
closely
related
vary
characteristics,
accuracy
precision.
Language: Английский
Pollen Morphological Characteristics of 46 Germplasm Resources of Polygonatum and Its Taxonomic Implications
Plants,
Journal Year:
2024,
Volume and Issue:
13(24), P. 3509 - 3509
Published: Dec. 16, 2024
To
elucidate
the
morphological
diversity
and
genetic
characteristics
of
pollen
Polygonatum
species,
this
study
utilized
a
total
46
samples
encompassing
six
species
one
variety
Polygonatum.
Scanning
electron
microscopy
(SEM)
was
employed
to
examine
traits
analyze
evolutionary
patterns
relationships
among
species.
The
results
indicate
that
grains
germplasm
are
uniformly
characterized
as
monads,
heteropolar,
bilaterally
symmetrical,
atreme,
possess
mono-sulcus.
They
were
peroblate
(P/E-ratio
=
0.36–0.42)
in
shape
medium
large
(P
18.17–27.15
μm,
E
44.11–67.07
μm)
size.
And
there
four
types
exine
ornamentation:
reticulate,
reticulate–perforate,
reticulate–rugulate,
reticulate–verrucate.
resources
classified
into
clusters
based
on
morphology
clustering
analysis:
P.
cyrtonema
macropodum
grouped
cluster
I,
filipes
odoratum
II,
kingianum
var.
grandifolium
III,
alternicirrhosum
IV,
standing
alone.
This
tentatively
suggests
morphology,
particularly
size
ornamentation,
can
serve
valuable
reference
for
classification,
relationship,
genus
Language: Английский