Created
March 24, 2021 23:30
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Making thumbnail mosaic from videos using Python and OpenCV
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from pathlib import Path | |
import cv2 | |
import numpy as np | |
def make_mosaic(cap, n_rows=4, n_cols=5): | |
n_frames = n_rows * n_cols | |
cap_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT)) | |
floor = int(cap_frames*0.05) | |
ceil = int(cap_frames*0.95) | |
frames_indexes = np.linspace(floor, ceil, n_frames).astype(int) | |
frames = [] | |
for frame_index in frames_indexes: | |
cap.set(cv2.CAP_PROP_POS_FRAMES, frame_index) | |
success, frame = cap.read() | |
if success: | |
frames.append(frame) | |
if n_frames != len(frames): | |
raise Exception(f'Frame extraction error. Got {len(frames)}. Expected {n_frames}') | |
rows_list = [frames[x:x+n_cols] | |
for x | |
in range(0, len(frames), n_cols)] | |
rows = [np.hstack(row) for row in rows_list] | |
mosaic = np.vstack(rows) | |
return mosaic | |
def downscale(image, max_height=3500, max_width=3000): | |
height, width = image.shape[:2] | |
h_ratio, w_ratio = height/max_height, width/max_width | |
ratio = max(h_ratio, w_ratio) | |
if ratio <= 1.0: | |
return image | |
new_dim = int(width/ratio), int(height/ratio) | |
return cv2.resize(image, new_dim, interpolation = cv2.INTER_CUBIC) | |
def save_mosaic(video_filepath, overwrite=True, **kwargs): | |
video_filepath = Path(video_filepath) | |
name = video_filepath.name | |
base_name = '.'.join(name.split('.')[:-1]) | |
mosaic_name = f'{base_name}.jpg' | |
mosaic_filepath = video_filepath.parent / mosaic_name | |
if overwrite or not(mosaic_filepath.exists()): | |
cap = cv2.VideoCapture(video_filepath.as_posix()) | |
mosaic = make_mosaic(cap, **kwargs) | |
mosaic2 = downscale(mosaic, **kwargs) | |
cv2.imwrite(mosaic_filepath.as_posix(), mosaic2) | |
def batch_mosaic(folder, | |
video_suffixes=['.mp4', '.wmv', '.avi'], | |
**kwargs): | |
folder = Path(folder) | |
files = sorted(folder.glob('*')) | |
video_files = [f for f in files | |
if f.suffix in video_suffixes] | |
# video_files = video_files[0:2] | |
for n, file in enumerate(video_files): | |
print(f'Making mosaic {n+1}\n {file.name}') | |
try: | |
save_mosaic(file, **kwargs) | |
except Exception as e: | |
print(f' {e}\n\n\n') | |
folder = Path().cwd() | |
batch_mosaic(folder, overwrite=False) |
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