Merge branch 'master' of https://git.wmi.amu.edu.pl/s444463/projekt_widzenie
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commit
f269e0feb9
41
main.py
41
main.py
@ -3,7 +3,9 @@ from process_video import segment_video, classify
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from io import StringIO
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import cv2 as cv
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import tempfile
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import os
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import numpy as np
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from PIL import Image
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import tensorflow as tf
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from crop_hand_skeleton import crop_hand
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from cvzone.HandTrackingModule import HandDetector
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@ -26,15 +28,52 @@ if __name__ == "__main__":
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tfile = tempfile.NamedTemporaryFile(delete=False)
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tfile.write(upload_movie.read())
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video_cap = cv.VideoCapture(tfile.name)
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result, num = segment_video(video_cap, fps=10)
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result, num, frames = segment_video(video_cap, fps=3)
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st.write(f"Załadowano {num} klatek")
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classifications = []
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for img in result:
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img_skeleton = crop_hand(img, detector)
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img2= cv.resize(img_skeleton,dsize=(224,224))
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#breakpoint()
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img_np = np.asarray(img2)
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classification = classify(img_np[:,:,::-1], model)
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classifications.append(classification)
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st.image(img_skeleton[:,:,::-1])
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st.write(classification)
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i = 0
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last_letter = ''
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text = ''
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font = cv.FONT_HERSHEY_SIMPLEX
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width, height, layers = result[0].shape
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fourcc = cv.VideoWriter_fourcc(*'mp4v')
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new_video_cap = cv.VideoCapture(tfile.name)
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new_video = cv.VideoWriter("output_video.mp4", fourcc, 30.0, (width, height), 3)
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print(f"VIDEO CAP {result[0].shape}")
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while True:
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ret, frame = new_video_cap.read()
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if ret == False:
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break
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if i in frames:
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print(i)
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frame_index = frames.index(i)
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letter = classifications[frame_index]
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last_letter = letter
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st.write(last_letter)
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cv.putText(frame,
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last_letter,
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(50, 50),
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font, 1,
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(0, 255, 255),
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2,
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cv.LINE_4)
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img_pil = Image.fromarray(img)
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frame = np.array(img_pil)
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img = cv.cvtColor(frame, cv.COLOR_BGR2RGB)
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new_video.write(img)
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i += 1
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video_cap.release()
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new_video_cap.release()
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new_video.release()
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