Comments (7)
Using extra loss function doesn't changes anything regards to idea... unless it is a new loss function introduced to deep learning community. Many authors leave their work open to such improvements...
from stylegan-encoder.
The paper refers to this repo, but in the paper they use better loss function for optimizer. They use weighted sum of losses from different layers of VGG, instead only 9's layer as is in this code.
from stylegan-encoder.
The paper refers to this repo
The v2 version from September does actually include a reference.
from stylegan-encoder.
@olivercoad I read that paper too; the loss function they end up with is a bit more complex, as they use both the L2 loss and several layers of VGG16; but one of their experiments (using a single layer of VGG16) is essentially the same as the solution in this repo, as far as I can tell. Also, they use Adam for the optimizer, and share the parameters they used for it.
from stylegan-encoder.
@Puzer Any thoughts on this? The results in the paper are really impressive.
from stylegan-encoder.
is there code for image2stylegan paper ?
from stylegan-encoder.
ok indeed based on what the paper says, it's really similar to this repo
from stylegan-encoder.
Related Issues (20)
- I just found a project that allows controlling a bunch of StyleGAN features through UI knobs: HOT 3
- About 'Google Drive quota exceeded' error. HOT 2
- colab cant run missing packages HOT 1
- Basic Usage Question
- tensorflow.python.framework.errors_impl.InvalidArgumentError
- Download couldn't happen from url, error in functions used in file named network.py and encode
- Download couldn't happen from url, error in functions used in file named network.py and encode_image.py
- How can I speed up the encode_image.py process? HOT 2
- why is an optimizer used in something that is not a neural network?
- samples needed to learn a direction
- KeyError: "The name 'G_synthesis_1/_Run/concat:0' refers to a Tensor which does not exist. The operation, 'G_synthesis_1/_Run/concat', does not exist in the graph." HOT 4
- ModuleNotFoundError: No module named 'encoder'
- Generated images color was deformed HOT 1
- Syntax error in encode_images.py HOT 1
- latent directions
- Can't download LATENT_TRAINING_DATA HOT 7
- lines of code to crop and resave a collection of images to Gdrive
- Reduce encode_images.py time by using one model instance
- The error of load image
- Work with StyleGAN3?
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from stylegan-encoder.