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frame_extractor.py
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frame_extractor.py
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# in-built modules
from pathlib import Path
# dependencies packages
import cv2
class FrameExtractor:
def __init__(self, vid, out_dir, img_frmt, required_frame_rate, start_from_seconds, img_width, verbose):
self.vid = vid
self.out_dir = out_dir
self.img_frmt = img_frmt
self.required_frame_rate = required_frame_rate or 1
self.start_from_seconds = start_from_seconds or 0
self.img_width = img_width
self.verbose = verbose
def create_dir_if_not_exists(self, dirname: str):
"""Create a directory with the specified name inside the 'out_dir'
directory if it doesn't exist.
:param dirname: Name of the directory to be created.
:return: created dir path.
"""
target_dir = Path.joinpath(self.out_dir, dirname)
if not target_dir.exists():
target_dir.mkdir(parents=True, exist_ok=True)
else:
return target_dir
return target_dir
def extract_frames(self):
"""Extract frames from a video."""
count = 1
vid_cap = cv2.VideoCapture(str(Path(self.vid)))
frames = int(vid_cap.get(cv2.CAP_PROP_FRAME_COUNT)) - 1
fps = int(vid_cap.get(cv2.CAP_PROP_FPS))
try:
seconds = int(frames/fps)
except ZeroDivisionError as ex:
print("Unable to detect seconds")
seconds = 1
if self.verbose:
print("======================================")
print(f"[OUT FILE DIRECTORY] - {self.out_dir}")
print(f"[TOTAL FRAMES] - {frames}")
print(f"[FRAMES PER SECOND] - {fps}")
print(f"[VIDEO LENGTH] - {seconds} seconds")
# start from 1 if 'start_from_seconds' is not passed.
sec = int(self.start_from_seconds)
vid_cap.set(cv2.CAP_PROP_POS_MSEC, sec * 1000)
vidname = self.vid.stem
orig_file_dir = self.create_dir_if_not_exists('orig_size_frames')
resize_file_dir = self.create_dir_if_not_exists('re_size_frames')
while (vid_cap.isOpened()):
success, image = vid_cap.read()
if success:
try:
orig_file_location = f"{orig_file_dir}/{vidname}_{count}.{self.img_frmt}"
resize_file_location = f"{resize_file_dir}/{vidname}_{count}.{self.img_frmt}"
# Write orig size image
cv2.imwrite(orig_file_location, image)
# Resize and write the image
img = cv2.resize(image, self.img_width)
cv2.imwrite(resize_file_location, img)
print(f"Done: {count}")
except Exception as ex:
print("[ERROR CODE 1001]")
print(ex)
else:
print(
f"Done extracting frames: {count - 1} orig & {count - 1} resized frames extracted.")
break
count += 1
sec += self.required_frame_rate
vid_cap.set(cv2.CAP_PROP_POS_MSEC, sec * 1000)