Virtual Dance Reality Stage: a feature that offers you to share a stage with another user virtually

Related tags

Deep Learning image-background-removal
Overview

Portrait Segmentation using Tensorflow

This script removes the background from an input image. You can read more about segmentation here

Setup

The script setup.sh downloads the trained model and sets it up so that the seg.py script can understand.

./setup.sh

Running the script

Go ahead and use the script as specified below, to execute fast but lower accuracy model:

python3 seg.py sample.jpg sample.png

For better accuracy, albiet a slower approach, go ahead and try :

python3 seg.py sample.jpg sample.png 1

Dependencies

tensorflow, PIL

Sample Result

Input: alt text

Output: alt text

Comments
  • AttributeError: module 'tensorflow' has no attribute 'GraphDef'

    AttributeError: module 'tensorflow' has no attribute 'GraphDef'

    $python3 seg.py sample.jpg sample.png

    Traceback (most recent call last): File "seg.py", line 89, in MODEL = DeepLabModel(modelType) File "seg.py", line 25, in init graph_def = tf.GraphDef.FromString(open(tarball_path + "/frozen_inference_graph.pb", "rb").read()) AttributeError: module 'tensorflow' has no attribute 'GraphDef'

    I am getting this error when execute the given command. Can you please help me on this?

    opened by tnavadiya 2
  • Remove background from image without loss of image resolution

    Remove background from image without loss of image resolution

    Remove background from image without loss of image resolution

    Changes:

    • The code base is completely rewritten
    • Changed model storage paths
    • Rewritten installation script from bash to python language
    • Added full script compatibility with Windows (NOT TESTED)
    • Improved manual
    • Added examples of using the program
    • Added versions of the necessary dependencies for the program (Added requirements.txt)
    • Tensorflow 2.0 compatible
    • Added comments to the code.
    • Added tqdm progress bar.
    • Removes background from image without loss of image resolution.
    • The script now not only processes a single file, but can also process all images from the input folder and save them in the output folder with the same name.
    • New sample images.
    • And many other minor changes and fixes.
    opened by OPHoperHPO 0
  • Remove background from image without loss of image resolution

    Remove background from image without loss of image resolution

    Remove background from image without loss of image resolution

    Changes:

    1. The code base is completely rewritten
    2. Changed model storage paths
    3. Rewritten installation script from bash to python language
    4. Added full script compatibility with Windows (NOT TESTED)
    5. Improved manual
    6. Added examples of using the program
    7. Added versions of the necessary dependencies for the program (Added requirements.txt)
    8. Tensorflow 2.0 compatible
    9. Added comments to the code.
    10. Added tqdm progress bar.
    11. Removes background from image without loss of image resolution.
    12. The script now not only processes a single file, but can also process all images from the input folder and save them in the output folder with the same name.
    13. New sample images.
    14. And many other minor changes and fixes.
    opened by OPHoperHPO 0
  • more accurate pretrained model ?

    more accurate pretrained model ?

    hi thanks for sharing your code, i was searching for a complete solution like yours for a while. the outputs are pretty good , but i was looking for a model to give me high definition output.

    could you please guide me where i can find the models ? thanks again

    opened by kamikazem 0
  • When running your code I got a error

    When running your code I got a error

    Hi @susheelsk, I got an error running your code.

    C:\image-background>python seg.py /input/0001.jpg /output/0001.png 1 Traceback (most recent call last): File "seg.py", line 89, in MODEL = DeepLabModel(modelType) File "seg.py", line 25, in init graph_def = tf.GraphDef.FromString(open(tarball_path + "/frozen_inference_graph.pb", "rb").read()) AttributeError: module 'tensorflow' has no attribute 'GraphDef'

    Can you help?

    opened by usalexsantos 5
Owner
null
GitHub
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