Questions tagged [neural-style-transfer]

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how to compute $\frac{\partial L_{total}}{\partial \overrightarrow{x}}$ in Neural Style Transfer

I am reading the paper "Image Style Transfer Using Convolutional Neural Networks". Another paper is A Neural Algorithm of Artistic Style. I cannot understand part of Fig2 in this paper. The Fig2 is ...
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VGG style transfer fails with pre-computed `vgg19.preprocessing()` for the content, transfer, style inputs

I'm working through the style transfer tutorial on tensorflow, see: style transfer I made a few adjustments to my notebook, but it works fine for the base case: [ content_image | transfer_image | ...
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Can BERT embeddings be used to reproduce the original content of the text?

From what I understand, BERT provides contextualized embeddings that are not deterministic the way Word2Vec embeddings (i.e. the word "Queen" doesn't always produce the same vector, it'll be different ...
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24 views

Can I save only some VGG19's layers into a .H5 file?

I am training a deep-learning style transfer model with the pretrained-VGG19 CNN. My aim is to use it in my Android app for personal purposes with Google Firebase Machine Learning Kit (which would ...
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23 views

Neural style transfer loss fucntion

In the loss function between generated image and content image, we calculate the error taking the only activation of the corresponding channel but for calculation of loss function between style and ...
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71 views

Reconstructing input image from layers of a CNN

I've been trying to implement neural style transfer as described in this paper here According to the paper, we can visualise the information at different processing stages in the CNN by ...
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40 views

Can I use an ANN to translate image output from one sensor to simulate output from another sensor?

Say, for instance, if I had image data from one high resolution digital camera and wanted to make it look like it was taken from another, lower resolution, digital camera? Would training input/output ...
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63 views

I want to do project in machine learning but have no idea what to do. Can anyone suggest me an idea?

Is neural machine translation easy to complete in 2 months? I saw this project for translating German to English, and French to English. I would like to try the same for Indian languages. Is that ...
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671 views

AWS EC2 Segmentation Fault (core dumped) issue with fast-style-transfer

I'm trying to utilize AWS EC2 p2.xlarge instance to convert images using style-transfer code given in this git repo:https://github.com/lengstrom/fast-style-transfer.git, yet when the input file ...
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57 views

Loss plateaus off in neural style transfer

I am writing an implementation of style transfer by loading a vgg model from keras and supplying it to a tensorflow model. I am using an adam optimizer. The loss function is reducing but it is very ...
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964 views

How to convert night image to day image?

I have set of night images which I will be using for self driving. But I want to convert those images into day images. I have developed algorithm based on day image but it is not good for night images ...
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Is Neural Style Transfer considered supervised or unsupervised learning?

As far as I understand it, the Neural Style Transfer uses a content image and a style image, and generate a new image based on the two images. It tries to find a set of pixel values such that the ...