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Image Completion with Deep Learning in TensorFlow
- michael_h 10y agoOh man, those facial images are deep in the uncanny valley. Maybe on the rising side of the slope now, but still way down there.
- soldeace 10y agoHave you seen the animation at the end of the article, where progressively better completions are selected? Most of them seemed pretty natural to me.
- michael_h 10y agoYeah, I saw them - a little difficult to tell with the loop, but they still seem 'off'. Buh.
- bdamos 10y agoThanks for the feedback, I just updated the animation to pause at the beginning and end to make the completions clearer: https://github.com/bamos/bamos.github.io/commit/f6a1528513555962e3f2da0ad7e15fde4604baeb https://github.com/bamos/bamos.github.io/commit/f6a152851355...
- santaclaus 10y agoThe photos at the bottom look like posters from an 80s horror movie! The photos with vacant eyes are hella creepy...
- deleted 10y ago[deleted]
- sforzando 10y agoI was impressed with the Labeled Faces in the Wild (LFW) facial auto-completion results, especially since the system was not trained on LFW at all! The results seemed almost too good to be true. Perhaps this is a testament that there isn't that much diversity in human faces? Very well written overall, and I appreciated the author's thoughts on TensorFlow+torch at the end of the article. Adversarial training is a fascinating idea, and I love the sound of it. I'd like to start applying that concept in the future.
- canada_dry 10y agoOn a similar vein... http://www.pyimagesearch.com/2016/08/10/imagenet-classification-with-python-and-keras/ http://www.pyimagesearch.com/2016/08/10/imagenet-classificat... Uses TF deep learning to classify an image.
- Feuilles_Mortes 10y agoAwesome! Could use this technique to create a personal version of Google photos (thinking specifically of their automatic generation of albums of 'sunsets' or 'dogs').
- jackcosgrove 10y agoIt would be cool if you could use a GAN to generate images merely by providing an object name. You could train the GAN on images obtained by searching for that object name in an image search engine.
- deleted 10y ago[deleted]
- deegles 10y agoCould this be used to generate unique images from a training set?