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Browse files- .gitattributes +1 -0
- .gitignore +129 -0
- Dockerfile +7 -0
- Initial_data_prep.ipynb +0 -0
- LICENSE +201 -0
- Procfile +1 -0
- README.md +1 -13
- alarm.wav +3 -0
- driverdrowziness.py +83 -0
- firebase-debug.log +47 -0
- index.html +89 -0
- requirements.txt +5 -0
.gitattributes
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@@ -31,3 +31,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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alarm.wav filter=lfs diff=lfs merge=lfs -text
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.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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.python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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Dockerfile
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FROM python:3.7
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COPY . /app
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WORKDIR /app
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RUN pip install -r requirments.txt
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EXPOSE $PORT
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ENTRYPOINT ["streamlit", "run"]
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CMD ["driverdrowziness.py"]
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Initial_data_prep.ipynb
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The diff for this file is too large to render.
See raw diff
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LICENSE
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Apache License
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|
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has been advised of the possibility of such damages.
|
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|
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9. Accepting Warranty or Additional Liability. While redistributing
|
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the Work or Derivative Works thereof, You may choose to offer,
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and charge a fee for, acceptance of support, warranty, indemnity,
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or other liability obligations and/or rights consistent with this
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License. However, in accepting such obligations, You may act only
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on Your own behalf and on Your sole responsibility, not on behalf
|
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of any other Contributor, and only if You agree to indemnify,
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defend, and hold each Contributor harmless for any liability
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incurred by, or claims asserted against, such Contributor by reason
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174 |
+
of your accepting any such warranty or additional liability.
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+
|
176 |
+
END OF TERMS AND CONDITIONS
|
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+
|
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APPENDIX: How to apply the Apache License to your work.
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+
|
180 |
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To apply the Apache License to your work, attach the following
|
181 |
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boilerplate notice, with the fields enclosed by brackets "[]"
|
182 |
+
replaced with your own identifying information. (Don't include
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the brackets!) The text should be enclosed in the appropriate
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|
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|
189 |
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Copyright [yyyy] [name of copyright owner]
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|
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Licensed under the Apache License, Version 2.0 (the "License");
|
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you may not use this file except in compliance with the License.
|
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You may obtain a copy of the License at
|
194 |
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|
195 |
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|
196 |
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|
197 |
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Unless required by applicable law or agreed to in writing, software
|
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|
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
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See the License for the specific language governing permissions and
|
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limitations under the License.
|
Procfile
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
web: sh setup.sh && streamlit run driverdrowziness.py
|
README.md
CHANGED
@@ -1,13 +1 @@
|
|
1 |
-
|
2 |
-
title: Driver Drowziness Application
|
3 |
-
emoji: π¦
|
4 |
-
colorFrom: purple
|
5 |
-
colorTo: green
|
6 |
-
sdk: streamlit
|
7 |
-
sdk_version: 1.10.0
|
8 |
-
app_file: app.py
|
9 |
-
pinned: false
|
10 |
-
license: apache-2.0
|
11 |
-
---
|
12 |
-
|
13 |
-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
1 |
+
# Drowziness_Detection_Application
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
alarm.wav
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5787cf28ed4728fd26c5c7c4c4b658ee0869c3124a36a6a20e404d1046d52f65
|
3 |
+
size 1019502
|
driverdrowziness.py
ADDED
@@ -0,0 +1,83 @@
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
1 |
+
import streamlit as st
|
2 |
+
import cv2
|
3 |
+
import tensorflow as tf
|
4 |
+
from tensorflow.keras.models import load_model
|
5 |
+
import numpy as np
|
6 |
+
from pygame import mixer
|
7 |
+
|
8 |
+
st.title('Driver Drowziness Detection')
|
9 |
+
st.sidebar.subheader('About')
|
10 |
+
st.sidebar.write('A computer vision system made with the help of opencv that can automatically detect driver drowsiness in a real-time video stream and then play an alarm if the driver appears to be drowsy.')
|
11 |
+
|
12 |
+
dir_path= (r'Models')
|
13 |
+
model = load_model(dir_path)
|
14 |
+
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')
|
15 |
+
eye_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_eye.xml')
|
16 |
+
st.header("Webcam Live Feed")
|
17 |
+
run = st.checkbox('Click to Run/Off the cam',value=True)
|
18 |
+
FRAME_WINDOW = st.image([])
|
19 |
+
cap = cv2.VideoCapture(0)
|
20 |
+
mixer.init()
|
21 |
+
sound= mixer.Sound(r'alarm.wav')
|
22 |
+
Score = 0
|
23 |
+
eye_cond = 1
|
24 |
+
|
25 |
+
st.subheader('Rules')
|
26 |
+
st.write('The more focused you are on your ride, the lower your drowziness score')
|
27 |
+
st.write('Alarm clock sounds when score reaches 25')
|
28 |
+
st.markdown('To Stop the Alarm Just **Focus on Your Drive**')
|
29 |
+
|
30 |
+
|
31 |
+
while run:
|
32 |
+
col1,col2 = st.sidebar.columns(2)
|
33 |
+
with col1:
|
34 |
+
st.subheader('Score = ' + str(Score))
|
35 |
+
with col2:
|
36 |
+
pass
|
37 |
+
_, frame = cap.read()
|
38 |
+
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
39 |
+
height,width = frame.shape[0:2]
|
40 |
+
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
|
41 |
+
faces= face_cascade.detectMultiScale(gray, scaleFactor= 1.2, minNeighbors=3)
|
42 |
+
eyes= eye_cascade.detectMultiScale(gray, scaleFactor= 1.1, minNeighbors=1)
|
43 |
+
frame2 = cv2.rectangle(frame, (0,height-50),(200,height),(0,0,0),thickness=cv2.FILLED)
|
44 |
+
sc = st.empty()
|
45 |
+
def on_update():
|
46 |
+
data = getNewData()
|
47 |
+
sc.text('Score :' + str(data))
|
48 |
+
|
49 |
+
for (x,y,w,h) in faces:
|
50 |
+
cv2.rectangle(frame,pt1=(x,y),pt2=(x+w,y+h), color= (255,0,0), thickness=3 )
|
51 |
+
for (ex,ey,ew,eh) in eyes:
|
52 |
+
# cv2.rectangle(frame,pt1=(ex,ey),pt2=(ex+ew,ey+eh), color= (255,0,0), thickness=5)
|
53 |
+
# preprocessing steps
|
54 |
+
eye= frame[ey:ey+eh,ex:ex+ew]
|
55 |
+
eye= cv2.resize(eye,(80,80))
|
56 |
+
eye= eye/255
|
57 |
+
eye= eye.reshape(80,80,3)
|
58 |
+
eye= np.expand_dims(eye,axis=0)
|
59 |
+
# preprocessing is done now model prediction
|
60 |
+
prediction = model.predict(eye)
|
61 |
+
|
62 |
+
# if eyes are closed
|
63 |
+
print(prediction)
|
64 |
+
if prediction[0][0]>0.25:
|
65 |
+
eye_cond=0
|
66 |
+
Score=Score+1
|
67 |
+
if(Score>25):
|
68 |
+
try:
|
69 |
+
sound.play()
|
70 |
+
except:
|
71 |
+
pass
|
72 |
+
|
73 |
+
# if eyes are open
|
74 |
+
elif prediction[0][1]>0.75:
|
75 |
+
eye_cond=1
|
76 |
+
Score = Score-1
|
77 |
+
if (Score<0):
|
78 |
+
Score=0
|
79 |
+
cv2.putText(frame,'Score'+str(Score),(10,height-20),fontFace=cv2.FONT_HERSHEY_COMPLEX_SMALL,fontScale=1,color=(255,255,255),
|
80 |
+
thickness=1,lineType=cv2.LINE_AA)
|
81 |
+
FRAME_WINDOW.image(frame)
|
82 |
+
else:
|
83 |
+
st.write('Stopped')
|
firebase-debug.log
ADDED
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
1 |
+
[debug] [2022-10-25T15:39:33.355Z] ----------------------------------------------------------------------
|
2 |
+
[debug] [2022-10-25T15:39:33.358Z] Command: C:\Program Files\nodejs\node.exe C:\Users\Ashu\AppData\Roaming\npm\node_modules\firebase-tools\lib\bin\firebase.js init
|
3 |
+
[debug] [2022-10-25T15:39:33.359Z] CLI Version: 11.15.0
|
4 |
+
[debug] [2022-10-25T15:39:33.359Z] Platform: win32
|
5 |
+
[debug] [2022-10-25T15:39:33.360Z] Node Version: v16.18.0
|
6 |
+
[debug] [2022-10-25T15:39:33.363Z] Time: Tue Oct 25 2022 21:09:33 GMT+0530 (India Standard Time)
|
7 |
+
[debug] [2022-10-25T15:39:33.363Z] ----------------------------------------------------------------------
|
8 |
+
[debug]
|
9 |
+
[debug] [2022-10-25T15:39:33.371Z] >>> [apiv2][query] GET https://firebase-public.firebaseio.com/cli.json [none]
|
10 |
+
[debug] [2022-10-25T15:39:33.436Z] > command requires scopes: ["email","openid","https://www.googleapis.com/auth/cloudplatformprojects.readonly","https://www.googleapis.com/auth/firebase","https://www.googleapis.com/auth/cloud-platform"]
|
11 |
+
[debug] [2022-10-25T15:39:33.437Z] > authorizing via signed-in user (thisisayushagrawal@gmail.com)
|
12 |
+
[info]
|
13 |
+
######## #### ######## ######## ######## ### ###### ########
|
14 |
+
## ## ## ## ## ## ## ## ## ## ##
|
15 |
+
###### ## ######## ###### ######## ######### ###### ######
|
16 |
+
## ## ## ## ## ## ## ## ## ## ##
|
17 |
+
## #### ## ## ######## ######## ## ## ###### ########
|
18 |
+
|
19 |
+
You're about to initialize a Firebase project in this directory:
|
20 |
+
|
21 |
+
E:\study\Sem-7\finalProject\endtoendproject\Drowziness_Detection_Application
|
22 |
+
|
23 |
+
[debug] [2022-10-25T15:39:34.319Z] <<< [apiv2][status] GET https://firebase-public.firebaseio.com/cli.json 200
|
24 |
+
[debug] [2022-10-25T15:39:34.320Z] <<< [apiv2][body] GET https://firebase-public.firebaseio.com/cli.json {"cloudBuildErrorAfter":1594252800000,"cloudBuildWarnAfter":1590019200000,"defaultNode10After":1594252800000,"minVersion":"3.0.5","node8DeploysDisabledAfter":1613390400000,"node8RuntimeDisabledAfter":1615809600000,"node8WarnAfter":1600128000000}
|
25 |
+
[info]
|
26 |
+
=== Project Setup
|
27 |
+
[info]
|
28 |
+
[info] First, let's associate this project directory with a Firebase project.
|
29 |
+
[info] You can create multiple project aliases by running firebase use --add,
|
30 |
+
[info] but for now we'll just set up a default project.
|
31 |
+
[info]
|
32 |
+
[debug] [2022-10-25T15:40:40.930Z] > refreshing access token with scopes: []
|
33 |
+
[debug] [2022-10-25T15:40:40.931Z] >>> [apiv2][query] POST https://www.googleapis.com/oauth2/v3/token [none]
|
34 |
+
[debug] [2022-10-25T15:40:40.931Z] >>> [apiv2][body] POST https://www.googleapis.com/oauth2/v3/token [omitted]
|
35 |
+
[debug] [2022-10-25T15:40:41.510Z] <<< [apiv2][status] POST https://www.googleapis.com/oauth2/v3/token 200
|
36 |
+
[debug] [2022-10-25T15:40:41.510Z] <<< [apiv2][body] POST https://www.googleapis.com/oauth2/v3/token [omitted]
|
37 |
+
[debug] [2022-10-25T15:40:41.531Z] >>> [apiv2][query] GET https://firebase.googleapis.com/v1beta1/projects pageSize=100
|
38 |
+
[debug] [2022-10-25T15:40:43.188Z] <<< [apiv2][status] GET https://firebase.googleapis.com/v1beta1/projects 200
|
39 |
+
[debug] [2022-10-25T15:40:43.188Z] <<< [apiv2][body] GET https://firebase.googleapis.com/v1beta1/projects [omitted]
|
40 |
+
[info] i Using project drowzinessdetectionapplication (drowzinessdetectionapplication)
|
41 |
+
[info]
|
42 |
+
=== Hosting Setup
|
43 |
+
[info]
|
44 |
+
[info] Your public directory is the folder (relative to your project directory) that
|
45 |
+
[info] will contain Hosting assets to be uploaded with firebase deploy. If you
|
46 |
+
[info] have a build process for your assets, use your build's output directory.
|
47 |
+
[info]
|
index.html
ADDED
@@ -0,0 +1,89 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!DOCTYPE html>
|
2 |
+
<html>
|
3 |
+
<head>
|
4 |
+
<meta charset="utf-8">
|
5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1">
|
6 |
+
<title>Welcome to Firebase Hosting</title>
|
7 |
+
|
8 |
+
<!-- update the version number as needed -->
|
9 |
+
<script defer src="/__/firebase/9.12.1/firebase-app-compat.js"></script>
|
10 |
+
<!-- include only the Firebase features as you need -->
|
11 |
+
<script defer src="/__/firebase/9.12.1/firebase-auth-compat.js"></script>
|
12 |
+
<script defer src="/__/firebase/9.12.1/firebase-database-compat.js"></script>
|
13 |
+
<script defer src="/__/firebase/9.12.1/firebase-firestore-compat.js"></script>
|
14 |
+
<script defer src="/__/firebase/9.12.1/firebase-functions-compat.js"></script>
|
15 |
+
<script defer src="/__/firebase/9.12.1/firebase-messaging-compat.js"></script>
|
16 |
+
<script defer src="/__/firebase/9.12.1/firebase-storage-compat.js"></script>
|
17 |
+
<script defer src="/__/firebase/9.12.1/firebase-analytics-compat.js"></script>
|
18 |
+
<script defer src="/__/firebase/9.12.1/firebase-remote-config-compat.js"></script>
|
19 |
+
<script defer src="/__/firebase/9.12.1/firebase-performance-compat.js"></script>
|
20 |
+
<!--
|
21 |
+
initialize the SDK after all desired features are loaded, set useEmulator to false
|
22 |
+
to avoid connecting the SDK to running emulators.
|
23 |
+
-->
|
24 |
+
<script defer src="/__/firebase/init.js?useEmulator=true"></script>
|
25 |
+
|
26 |
+
<style media="screen">
|
27 |
+
body { background: #ECEFF1; color: rgba(0,0,0,0.87); font-family: Roboto, Helvetica, Arial, sans-serif; margin: 0; padding: 0; }
|
28 |
+
#message { background: white; max-width: 360px; margin: 100px auto 16px; padding: 32px 24px; border-radius: 3px; }
|
29 |
+
#message h2 { color: #ffa100; font-weight: bold; font-size: 16px; margin: 0 0 8px; }
|
30 |
+
#message h1 { font-size: 22px; font-weight: 300; color: rgba(0,0,0,0.6); margin: 0 0 16px;}
|
31 |
+
#message p { line-height: 140%; margin: 16px 0 24px; font-size: 14px; }
|
32 |
+
#message a { display: block; text-align: center; background: #039be5; text-transform: uppercase; text-decoration: none; color: white; padding: 16px; border-radius: 4px; }
|
33 |
+
#message, #message a { box-shadow: 0 1px 3px rgba(0,0,0,0.12), 0 1px 2px rgba(0,0,0,0.24); }
|
34 |
+
#load { color: rgba(0,0,0,0.4); text-align: center; font-size: 13px; }
|
35 |
+
@media (max-width: 600px) {
|
36 |
+
body, #message { margin-top: 0; background: white; box-shadow: none; }
|
37 |
+
body { border-top: 16px solid #ffa100; }
|
38 |
+
}
|
39 |
+
</style>
|
40 |
+
</head>
|
41 |
+
<body>
|
42 |
+
<div id="message">
|
43 |
+
<h2>Welcome</h2>
|
44 |
+
<h1>Firebase Hosting Setup Complete</h1>
|
45 |
+
<p>You're seeing this because you've successfully setup Firebase Hosting. Now it's time to go build something extraordinary!</p>
|
46 |
+
<a target="_blank" href="https://firebase.google.com/docs/hosting/">Open Hosting Documentation</a>
|
47 |
+
</div>
|
48 |
+
<p id="load">Firebase SDK Loading…</p>
|
49 |
+
|
50 |
+
<script>
|
51 |
+
document.addEventListener('DOMContentLoaded', function() {
|
52 |
+
const loadEl = document.querySelector('#load');
|
53 |
+
// // π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯
|
54 |
+
// // The Firebase SDK is initialized and available here!
|
55 |
+
//
|
56 |
+
// firebase.auth().onAuthStateChanged(user => { });
|
57 |
+
// firebase.database().ref('/path/to/ref').on('value', snapshot => { });
|
58 |
+
// firebase.firestore().doc('/foo/bar').get().then(() => { });
|
59 |
+
// firebase.functions().httpsCallable('yourFunction')().then(() => { });
|
60 |
+
// firebase.messaging().requestPermission().then(() => { });
|
61 |
+
// firebase.storage().ref('/path/to/ref').getDownloadURL().then(() => { });
|
62 |
+
// firebase.analytics(); // call to activate
|
63 |
+
// firebase.analytics().logEvent('tutorial_completed');
|
64 |
+
// firebase.performance(); // call to activate
|
65 |
+
//
|
66 |
+
// // π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯π₯
|
67 |
+
|
68 |
+
try {
|
69 |
+
let app = firebase.app();
|
70 |
+
let features = [
|
71 |
+
'auth',
|
72 |
+
'database',
|
73 |
+
'firestore',
|
74 |
+
'functions',
|
75 |
+
'messaging',
|
76 |
+
'storage',
|
77 |
+
'analytics',
|
78 |
+
'remoteConfig',
|
79 |
+
'performance',
|
80 |
+
].filter(feature => typeof app[feature] === 'function');
|
81 |
+
loadEl.textContent = `Firebase SDK loaded with ${features.join(', ')}`;
|
82 |
+
} catch (e) {
|
83 |
+
console.error(e);
|
84 |
+
loadEl.textContent = 'Error loading the Firebase SDK, check the console.';
|
85 |
+
}
|
86 |
+
});
|
87 |
+
</script>
|
88 |
+
</body>
|
89 |
+
</html>
|
requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
cv2
|
3 |
+
tensorflow
|
4 |
+
numpy
|
5 |
+
pygame
|