KIRANKALLA commited on
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2a5a0ea
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1 Parent(s): 031de73

Create app.py

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  1. app.py +54 -0
app.py ADDED
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+ import streamlit as st
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+ import face_recognition
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+ import cv2
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+ import numpy as np
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+ import pickle
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+ from PIL import Image
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+ import pandas as pd
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+
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+ pickle1 = open('rce_face_encodings.pkl','rb')
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+ rce_face_encodings = pickle.load(pickle1)
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+ pickle2 = open('rce_face_names.pkl','rb')
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+ rce_face_names = pickle.load(pickle2)
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+ pickle1.close()
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+ pickle2.close()
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+
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+
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+
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+ face_locations = []
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+ face_names=[]
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+
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+
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+ st.header('RCEE :: FACE RECOGNTION')
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+ st.title('AI&DS')
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+
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+ image = st.file_uploader('Pick any Image')
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+ if image:
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+ st.image(image)
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+ image = Image.open(image)
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+ image = np.array(image)
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+ face_locations = face_recognition.face_locations(image)
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+ face_encodings = face_recognition.face_encodings(image,face_locations)
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+
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+
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+ for face_encoding in face_encodings:
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+ matches = face_recognition.compare_faces(rce_face_encodings, face_encoding)
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+ name = "Unknown"
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+ face_distances = face_recognition.face_distance(rce_face_encodings, face_encoding)
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+ best_match_index = np.argmin(face_distances)
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+ if matches[best_match_index]:
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+ name = rce_face_names[best_match_index]
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+ face_names.append(name)
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+ for (top, right, bottom, left), name in zip(face_locations, face_names):
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+ cv2.rectangle(image, (left, top), (right, bottom), (0, 0, 255), 2)
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+ cv2.rectangle(image, (left, bottom - 35), (right, bottom), (0, 0, 255), cv2.FILLED)
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+ font = cv2.FONT_HERSHEY_DUPLEX
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+ cv2.putText(image, name, (left + 6, bottom - 6), font, 1.0, (255, 255, 255), 1)
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+
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+
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+ image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)
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+ cv2.imshow('Face Recognition', image)
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+ df = pd.DataFrame({'Student_Name':face_names})
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+ st.dataframe(df)
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+ cv2.waitKey(0)
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+ cv2.destroyAllWindows()