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2022-235 Vehicle parking system
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2022-235
2022-235 Vehicle parking system
Commits
2ee7f4df
Commit
2ee7f4df
authored
Nov 09, 2022
by
chamodya99
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Add Component 2 to the GitLab
parent
c398f80d
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component_2/__pycache__/parking_violation.cpython-38.pyc
component_2/__pycache__/parking_violation.cpython-38.pyc
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component_2/parking_violation.py
component_2/parking_violation.py
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component_2/sample_data/test.png
component_2/sample_data/test.png
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component_2/sample_data/tt.jpeg
component_2/sample_data/tt.jpeg
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component_2/yolov5s.pt
component_2/yolov5s.pt
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component_2/__pycache__/parking_violation.cpython-38.pyc
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2ee7f4df
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component_2/parking_violation.py
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2ee7f4df
import
torch
import
json
import
cv2
import
math
import
os
import
random
model_vehicle
=
torch
.
hub
.
load
(
'ultralytics/yolov5'
,
'yolov5s'
)
guide_line_database
=
[
527
,
215
,
611
,
345
]
# sample guideline
def
is_inside
(
x1
,
y1
,
x1b
,
y1b
,
x2
,
y2
,
x2b
,
y2b
):
if
x1
>=
x2
and
y1
>=
y2
and
x1b
<=
x2b
and
y1b
<=
y2b
:
return
True
else
:
return
False
def
is_vehicle_parked_correctly
(
slot_index
=
0
):
sample_imgs
=
os
.
listdir
(
'component_2/sample_data'
)
img
=
cv2
.
imread
(
'component_2/sample_data/'
+
str
(
random
.
choice
(
sample_imgs
)))
result
=
model_vehicle
(
img
)
json_string
=
result
.
pandas
()
.
xyxy
[
0
]
.
to_json
(
orient
=
'records'
)
json_obj
=
json
.
loads
(
json_string
)
object_list
=
[]
for
i
in
json_obj
:
x
=
int
(
i
[
"xmin"
])
y
=
int
(
i
[
"ymin"
])
w
=
int
(
i
[
"xmax"
])
h
=
int
(
i
[
"ymax"
])
object_list
.
append
([
x
,
y
,
w
,
h
])
if
len
(
json_obj
)
==
0
:
return
True
return
is_inside
(
object_list
[
slot_index
][
0
],
object_list
[
slot_index
][
1
],
object_list
[
slot_index
][
2
],
object_list
[
slot_index
][
3
],
guide_line_database
[
0
],
guide_line_database
[
1
],
guide_line_database
[
2
],
guide_line_database
[
3
])
# print(is_vehicle_parked_correctly())
component_2/sample_data/test.png
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2ee7f4df
68 KB
component_2/sample_data/tt.jpeg
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2ee7f4df
41.9 KB
component_2/yolov5s.pt
0 → 100644
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2ee7f4df
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