CODEWITHSUNDEEP
tensorflowtensorflow2.0
sealpuppy
sealpuppy

Reputation: 633

Decode JPEG from tfrecords error: ValueError: Shape must be rank 0 but is rank 1 for 'DecodeJpeg' (op: 'DecodeJpeg') with input shapes: [?]

I applied the method in this github to write JPEG files into .tfrecords. But I have issues when parsing them.

Here's my code for writing the tfrecords, each x_img is a numpy array, and each x_img[i] contains fixed amount of img_bytes

img_bytes = open(join(frames_path, vid, img_list[current]),'rb').read()
...
"x_img": tf.train.Feature( bytes_list = tf.train.BytesList( value= x_img[i])),

When parsing, I did this:

def parse_func(example_proto):

    # FEATURES
    feature_description = {
        "x_img": tf.io.VarLenFeature(tf.string),
        }
    feat = tf.io.parse_single_example(example_proto, feature_description)
        
    x = {}
    x_img = tf.sparse.to_dense(feat["x_img"])
    x_img = tf.io.decode_jpeg(x_img, channels = 3)

    x["x_img"] = x_img/255

    
    return x

But it returns error:

ValueError: Shape must be rank 0 but is rank 1 for 'DecodeJpeg' (op: 'DecodeJpeg') with input shapes: [?].

What is the right way to decode a JPEG which was previously stored in bytes?

Upvotes: 1

Views: 338

Answers (1)

sealpuppy
sealpuppy

Reputation: 633

Full answer:

tf.io.decode_jpeg works fine. The reason I got the error is that I shaped the input as (n, width, height, 3). But the function decode_jpeg only works on a single image instead of n images.

By writing:

x_img = tf.stack([
    tf.io.decode_jpeg(x_images[0], channels = 3),
    tf.io.decode_jpeg(x_images[1], channels = 3),
    tf.io.decode_jpeg(x_images[2], channels = 3),
])

I could recover the bytes to JPEG. The more efficient way is using list comprehension, but unfortunately, list comprehension is not supported now (see here).

The reason for writing bytes into .tfrecords instead of using plt.imread() or cv2.imread() is that it doesn't decompress the image, so the process would be much faster and space-efficient. I didn't calculate it precisely, but decompressing JPEG images leads ~6x increase in disk space.

Upvotes: 1

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