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cv2.dnn.blobFromImage()处理速度很慢!

cv2.dnn.blobFromImage()处理速度很慢!

作者: LabVIEW_Python | 来源:发表于2022-10-17 10:45 被阅读0次

    OpenCV自带的,用于预处理的函数cv2.dnn.blobFromImage(),处理速度很慢!

    测试代码:

    start = time.time()
    # Normalization + Swap RB + Layout from HWC to NCHW
    # blob = cv2.dnn.blobFromImage(letterbox_img, 1/255.0, swapRB=True)
    blob_img = np.float32(letterbox_img) / 255.0
    blob = np.expand_dims(blob_img.transpose((2,0,1)),0)
    preprocess_time = time.time()
    print(f"preprocess time: {(preprocess_time - start)*1000}ms")
    

    用cv2.dnn.blobFromImage()的运行结果:preprocess time: 4.48ms
    用blob_img = np.float32(letterbox_img) / 255.0 和 blob = np.expand_dims(blob_img.transpose((2,0,1)),0) 两行代码实现同样的功能:preprocess time:2.12ms

    结论:cv2.dnn.blobFromImage(),处理速度很慢,用numpy函数代替

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