colorization | Automatic colorization using deep neural networks | Machine Learning library
kandi X-RAY | colorization Summary
kandi X-RAY | colorization Summary
Richard Zhang, Phillip Isola, Alexei A. Efros. In ECCV, 2016. [Sept20 Update] Since it has been 3-4 years, I converted this repo to support minimal test-time usage in PyTorch. I also added our SIGGRAPH 2017 (it's an interactive method but can also do automatic). See the Caffe branch for the original release. Colorize! This script will colorize an image. The results should match the images in the imgs_out folder. Model loading in Python The following loads pretrained colorizers. See demo_release.py for some details on how to run the model. There are some pre and post-processing steps: convert to Lab space, resize to 256x256, colorize, and concatenate to the original full resolution, and convert to RGB.
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Top functions reviewed by kandi - BETA
- Forward convolution
- Normalize AB
- Normalize l
- Unnormalize ab
- Preprocess the image
- Resize an image
- Convert input tensors to RGB
- Performs the forward computation
- Generate a SIGGR graph
- Generate an ECCVV16
- Load an image file
colorization Key Features
colorization Examples and Code Snippets
Lines of Code : 51License : Permissive (MIT)
Copy├── dataset
│ └── Coco
│ └── Imagenet
├── checkpoints
│ └── 02_22_13_48
│ └── 02_25_15_33
│ └── siggraph_latest_net_G.pth
│ └── update_siggraph.pth
├── logs
├── options
│ └──base_options.py
│ └──train_options.py
├── models
│ └── net relu1_2 = image_net["relu1_2"]
layer_relu1_2 = tf.image.resize_bilinear(relu1_2, (IMAGE_SIZE, IMAGE_SIZE))
relu2_1 = image_net["relu2_1"]
layer_relu2_1 = tf.image.resize_bilinear(relu2_1, (IMAGE_SIZE, IMAGE_SIZE))
relu2_ $ ml color colorize --interactive image_07_bw.png
image_07_bw.png,image_07_bw_color.png
$ ml color colorize image_07_bw.png |
cut -d, -f2 |
xarg display
$ ml color colorize ~/.mlhub/colorize/images
/home/gjw/.mlhub/colorize/images/image_01_bw.p import paddle
import paddlehub as hub
import paddlehub.vision.transforms as T
from paddlehub.finetune.trainer import Trainer
from paddlehub.datasets import Canvas
if __name__ == '__main__':
transform = T.Compose(
[T.Resize((256, 256), i import paddle
import paddlehub as hub
if __name__ == '__main__':
model = hub.Module(name='user_guided_colorization', load_checkpoint='/PATH/TO/CHECKPOINT')
model.set_config(prob=0.1)
result = model.predict(images=['house.png'])
Community Discussions
Trending Discussions on colorization
QUESTION
I'm following a tutorial https://docs.openfaas.com/tutorials/first-python-function/,
currently, I have the right image
...ANSWER
Answered 2022-Mar-16 at 08:10If your image has a latest tag, the Pod's ImagePullPolicy will be automatically set to Always. Each time the pod is created, Kubernetes tries to pull the newest image.
Try not tagging the image as latest or manually setting the Pod's ImagePullPolicy to Never.
If you're using static manifest to create a Pod, the setting will be like the following:
QUESTION
I am using the (amazing) One Monokai theme in visual studio code. One thing that bothers me is that variable modifers like const and control flow like for, if, while, ... are displayed using the same color. Based on this tutorial, I tried a custom coloring by adding to settigs.json:
ANSWER
Answered 2022-Mar-17 at 15:49With the comment pushing me into the right direction and this tutorial, the working code is
QUESTION
I'm trying out monaco editor and I'm having real difficulty understanding how to create my own rule for syntax highlighting. (I'd really appreciate it if you had a resource that explains how to create rules)
I'm starting with the simple stuff:
- I'd like to add a special color for my variable at declaration. ie:
a = 12, having color ona - Add a special color for builtins functions. ie:
builtin(a, b), having color onbuiltin
I'm using https://microsoft.github.io/monaco-editor/monarch.html to try the rule in real-time here is my syntax definition
...ANSWER
Answered 2022-Jan-28 at 08:43If I understand you correctly then you cannot do what you want with a syntax highlighter. What you want is semantic highlighting.
Syntax is about the structure of a language. It determines what is an identifier, what is a number, a string etc.
Semantic gives meaning to things, for instance which identifier is a variable, which is a class name or another type etc.
Monarch is a declarative tokenizer, a tool that assigns token values to specific parts of text. How to find which part of the text gets which token value is declared in the tokenizer field.
But you cannot find semantic from syntax rules. Instead you would have to parse the input and decide from the parse tree/syntax tree which role a symbol plays in the input.
QUESTION
I made a world map with specific data using choropleth from plotly. For some countries I have missing values and this gives me uncolored areas and especially without being able to identify them.
Edit: I found how to colorize the countries with missing values by adding this in the "geo=dict()" of "update_layout":
...ANSWER
Answered 2022-Jan-26 at 17:03There are multiple questions
- how to color missing countries?
- how to have hover text on missing countries?
- how to animate years?
- how to display other columns in hover?
start by using plotly express It's a simpler to use interface
simple case of using animation_frame for animation. Answers 3.
use hover_data to answer 4.
https://plotly.com/python/map-configuration/#physical-base-maps states that countries are from natural earth. A simple way to get this is is use geopandas
- for each animation frame check which countries are missing and add an additional trace. Answers 1.
- this trace contains information for answer 2.
one strange thing I encountered was need to recreate the figure as final step using go
QUESTION
With "Bracket Pair Colorizer 2", we can give a custom line between a bracket pair, one configuration is like following:
...ANSWER
Answered 2021-Dec-15 at 08:15The answer to this question is in the question itself.)
QUESTION
I want to use Matplotlib to create tables to be exported to a pdf.
I struggle with the following.
To in a automated fashion create a list of list for the colorization of the cells. The first columns should be white, the second green, and so on.
To set an alpha value for rows I color with green, to increase transparancy.
ANSWER
Answered 2021-Nov-29 at 13:13The easiest way to do this is to convert the green color you are specifying to RGBA format and specify the transparency.
QUESTION
I get the following error for a GAN model I am using to perform image colorization. It uses the LAB color space as is common in image colorization. The generator generates the a ad b channels for a given L channel. The discriminator is fed all three channels after concatenation.
RuntimeError: one of the variables needed for gradient computation has been modified by an inplace operation: [torch.cuda.FloatTensor [64, 64, 128, 128]], which is output 0 of ReluBackward0, is at version 1; expected version 0 instead. Hint: enable anomaly detection to find the operation that failed to compute its gradient, with torch.autograd.set_detect_anomaly(True).
I believe the error is due to the skip connections but I cannot quite put my finger on it. Any help would be appreciated!
Here is the model:
...ANSWER
Answered 2021-Nov-21 at 09:32Maybe try to use the output of the layers directly for the skip connections, like this:
QUESTION
Here's the code:
...ANSWER
Answered 2021-Nov-12 at 14:09You should use the session state to save this type of information - https://docs.streamlit.io/library/api-reference/session-state
You can think of it as a dictionary that is not lost on page reload.
For your case writing something like
QUESTION
Code of .ipynb file:
Python is detected:
The code has color in jupyter notebook:
I tried setting up a jupyter notebook in vs code in an anaconda environment. I have tried - Python: Select interpreter and selected my anaconda environment. Made sure python is in the environment: python --version: Python 3.8.8. Tried clicking on CVE(in the bottom right corner) to change to python (picture 2). The colorization of the code works fine in the interactive window of jupyter notebook (picture 3).
...ANSWER
Answered 2021-Nov-02 at 06:24Jupyter extension detects your code as CVE instead of Python so Python syntax highlighting is not applied successfully.
Refer to Jupyter in vscode can't execute syntax highlighting, the Dependency Analytics extension should be the reason. Remove or Disable it then reload window, the question should go away.
QUESTION
How do I enable bracket pairs colorizations in Monaco editor version 0.28.1
I'm able to create a working editor with the following code, but brackets are not colorized.
...ANSWER
Answered 2021-Oct-19 at 13:42This link should help: https://github.com/microsoft/monaco-editor/blob/main/CHANGELOG.md
tldr;
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No vulnerabilities reported
Install colorization
You can use colorization like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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