Python如何实现视频分帧

其他教程   发布日期:2023年11月14日   浏览次数:441

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下载依赖

  1. pip install opencv-python==4.0.0.21

实现

方法一

  1. def video_to_frames(video_path, outPutDirName):
  2. """
  3. 抽取视频帧存为图片
  4. :param video_path:
  5. :param outPutDirName:
  6. :return:
  7. """
  8. times = 0
  9. # 提取视频的频率,每1帧提取一个
  10. frame_frequency = 1
  11. # 如果文件目录不存在则创建目录
  12. if not os.path.exists(outPutDirName):
  13. os.makedirs(outPutDirName)
  14. # 读取视频帧
  15. camera = cv2.VideoCapture(video_path)
  16. while True:
  17. times = times + 1
  18. res, image = camera.read()
  19. if not res:
  20. print('not res , not image')
  21. break
  22. # 按照设置间隔存储视频帧
  23. if times % frame_frequency == 0:
  24. create_path = os.path.join(outPutDirName, f"{str(times)}.jpg")
  25. cv2.imwrite(create_path, image)
  26. logger.info('图片提取结束')
  27. # 释放摄像头设备
  28. camera.release()
  29. def image_to_video(image_path, media_path, fps):
  30. '''
  31. 图片合成视频函数
  32. :param image_path: 图片路径
  33. :param media_path: 合成视频保存路径
  34. :return:
  35. '''
  36. # 获取图片路径下面的所有图片名称
  37. image_names = os.listdir(image_path)
  38. # 对提取到的图片名称进行排序
  39. image_names.sort(key=lambda n: int(n[:-4]))
  40. # 设置写入格式
  41. fourcc = cv2.VideoWriter_fourcc('M', 'P', '4', 'V')
  42. # 设置每秒帧数
  43. fps = fps
  44. # 读取第一个图片获取大小尺寸,因为需要转换成视频的图片大小尺寸是一样的
  45. image = Image.open(os.path.join(image_path, image_names[0]))
  46. # 初始化媒体写入对象
  47. media_writer = cv2.VideoWriter(media_path, fourcc, fps, image.size)
  48. # 遍历图片,将每张图片加入视频当中
  49. for image_name in image_names:
  50. im = cv2.imread(os.path.join(image_path, image_name))
  51. media_writer.write(im)
  52. # 释放媒体写入对象
  53. media_writer.release()
  54. logger.info('无声视频写入完成!')

方法二

  1. import numpy as np
  2. import cv2
  3. import os
  4. import sys
  5. def cut(video_file, target_dir):
  6. cap = cv2.VideoCapture(video_file) # 获取到一个视频
  7. isOpened = cap.isOpened # 判断是否打开
  8. # 为单张视频,以视频名称所谓文件名,创建文件夹
  9. temp = os.path.split(video_file)[-1]
  10. dir_name = temp.split('.')[0]
  11. single_pic_store_dir = os.path.join(target_dir, dir_name)
  12. if not os.path.exists(single_pic_store_dir):
  13. os.mkdir(single_pic_store_dir)
  14. i = 0
  15. while isOpened:
  16. i += 1
  17. (flag, frame) = cap.read() # 读取一张图像
  18. fileName = 'image' + str(i) + ".jpg"
  19. if (flag == True):
  20. # 以下三行 进行 旋转
  21. #frame = np.rot90(frame, -1)
  22. #print(fileName)
  23. # 设置保存路径
  24. save_path = os.path.join(single_pic_store_dir, fileName)
  25. #print(save_path)
  26. res = cv2.imwrite(save_path, frame, [cv2.IMWRITE_JPEG_QUALITY, 70])
  27. #print(res)
  28. else:
  29. break
  30. return single_pic_store_dir
  31. if __name__ == '__main__':
  32. video_file = 'I:/crack.avi'
  33. cut(video_file, 'I:/data/')

方法三

  1. #!/usr/bin/env python
  2. import cv2
  3. numer = 18
  4. cap=cv2.VideoCapture("/home/linux/work/python/video/"+str(numer)+".mp4")
  5. if cap.isOpened():
  6. ret,frame=cap.read()
  7. else:
  8. ret = False
  9. n=0
  10. i=0
  11. timeF = 40
  12. path='/home/linux/work/python/video/'+str(numer)+'/{}'
  13. while ret:
  14. n = n + 1
  15. ret,frame=cap.read()
  16. if (n%timeF == 0) :
  17. i = i+1
  18. print(i)
  19. filename=str(numer)+"_"+str(i)+".jpg"
  20. cv2.imwrite(path.format(filename),frame)
  21. cv2.waitKey(1)
  22. cap.release()

补充

除了视频分帧,Python还可以将帧合成视频流,下面是实现代码

  1. #!/usr/bin/env python
  2. import cv2
  3. img = cv2.imread('/home/linux/work/python/img/1_475.jpg')
  4. imginfo = img.shape
  5. size = (imginfo[1],imginfo[0])
  6. print(size)
  7. fourcc = cv2.VideoWriter_fourcc(*"mp4v")
  8. videoWrite = cv2.VideoWriter('/home/linux/work/python/2.mp4',fourcc,10,size)
  9. for i in range(475,2208):
  10. filename = '/home/linux/work/python/img/1_'+str(i)+'.jpg'
  11. img = cv2.imread(filename,1)
  12. videoWrite.write(img)
  13. print(i)
  14. videoWrite.release()
  15. print('end')

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