lightly | A python library for self-supervised learning on images | Machine Learning library
kandi X-RAY | lightly Summary
kandi X-RAY | lightly Summary
Lightly is a computer vision framework for self-supervised learning. We, at Lightly, are passionate engineers who want to make deep learning more efficient. That's why - together with our community - we want to popularize the use of self-supervised methods to understand and curate raw image data. Our solution can be applied before any data annotation step and the learned representations can be used to visualize and analyze datasets. This allows to select the best core set of samples for model training through advanced filtering.
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Top functions reviewed by kandi - BETA
- Uploads images to the dataset .
- Read next frame from the stream .
- Handles the upload .
- Upload custom metadata to the server .
- Initialize training .
- Export a tag to Sonos tasks
- Create or update a prediction by sample id .
- Updates scheduled_docker_run_state
- Update a sample by id
- Get a list of samples prediction from a dataset .
lightly Key Features
lightly Examples and Code Snippets
Lines of Code : 67License : Non-SPDX (NOASSERTION)
Copydef encode(input_string):
count = 1
prev = ""
lst = []
for character in input_string:
if character != prev:
if prev:
entry = (prev, count)
lst.append(entry)
count = 1
awk '{print $5,$1,$1}' samples.het | cut -d "_" -f 1,2 > samples.het.data
awk '$1 < -0.4 {print $2}' samples.het.data > samples.het.ids
Import ``boto`` to your script... from collections import Counter
def compute_similarities(words):
letter_count = Counter()
for word in words: # first pass
letter_count.update(set(word)) # count each letter
similarities = []
for class RecipeWindow(Screen):
def on_leave(self, *args):
self.clear_widgets()
def go_back(self):
# self.clear_canvas() # what should I replace this part with????
wm.current = 'first'
import re
def areAllCharsInWordInOrderFixed(word, lookup_word):
regex = '.*'.join(lookup_word)
match = re.search(regex, word)
return match is not None and len(match.group()) > len(lookup_word)
print(areAllCharsInWordInOrdesweetshop_array = [ "Innocent Orange Juice Smooth", "1.35L", 3.2, 0,
"Tropicana Orange Juice Original", "0.95L", 2.48, 0,
"Growers Harvest Pure Apple Juice", "1L", 0.69, 0,
"Innocent Coconut Water", "1L", 3.69, 0,
"Sensations Thai Sweet Cha = [[34,38,50,44,39],
[42,36,40,43,44],
[24,31,46,40,45],
[43,47,35,31,26],
[37,28,20,36,50]]
#print it
def PrintIt(x):
for r in x:
for c in r:
print(c, end = " ")
print()
def for x in [1,2,3]:
class PowTwo:
def __init__(self, max=0):
self.max = max
def __iter__(self):
self.n = 0
return self
def __next__(self):
if self.n <= self.max:
mask = np.ones_like(img) * 255
points = np.array([(320, 40), (450, 350), (250, 350)], np.int32)
color = (0, 255, 255)
cv2.fillPoly(mask, [points], color)
img_with_overlay = np.int64(img) * mask # <- use int64 tCommunity Discussions
Trending Discussions on lightly
QUESTION
Having read...
How can I log key presses using turtle?
I am trying to detect key presses using a slightly different method.
Here is a simplified version of my code, which works as expected...
...ANSWER
Answered 2021-Jun-05 at 08:15I'm guessing that screen.onkey() takes a function which it calls.
Your code: screen.onkey(check('a'), 'a') instead calls the function and returns None which is not a function.
You can create your own function using a lambda like this:
QUESTION
With the method explained in CV - Extract differences between two images we can identify the differences between two aligned images.
How to do this with OpenCV when the camera angle (point of view) and the lighting condition are slightly different?
The code from How to match and align two images using SURF features (Python OpenCV )? helps to rotate / align the two images but as the result of the perspective transform ("homography") is not perfect, the "difference" algorithm will not work well here.
As an example, how to get only the green sticker (= the difference) from these 2 photos?
...ANSWER
Answered 2021-Jun-02 at 17:39The blue and green in those images are really close to each other color-wise ([80,95] vs [97, 101] on the Hue Channel). Unfortunately light-blue and green are right next to each other as colors. I tried it in both the HSV and LAB color spaces to see if I could get better separation in one vs the other.
I aligned the images using feature matching as you mentioned. We can see that the perspective difference causes bits of the candy to poke out (the blue bits)
I made a mask based on the pixel-wise difference in color between the two.
There's a lot of bits sticking out because the images don't line up perfectly. To help deal with this we can also check a square region around each pixel to see if any of its nearby neighbors match its color. If it does, we'll remove it from the mask.
We can use this to paint on the original image to mark what's different.
Here's the results from the LAB version of the code
I'll include both versions of the code here. They're interactive with 'WASD' to change the two parameters (color margin and fuzz margin). The color_margin represents how different two colors have to be to no longer be considered the same. The fuzz_margin is how far to look around the pixel for a matching color.
lab_version.py
QUESTION
I want to recreate the field of view effect in the game Among Us in Unity by using the Universal Pipeline and 2D Lighting system.
But when I use 2D light and Shadow, I still see the character in the shadow, and I don't want to have the shadow completely black because I want to recreate the look as in the game Among Us where the background still has some light on it.
Here is what I mean by Among Us Field of View
As you can see there are shadows, the background is lightly light, and the character's body is half in shadow which is invisible and half in the light where they are visible.
Here is What I mean By Player is Blacked Out
There are a couple of YouTube videos about it, but the view becomes sharp and there is no fallout at the edges of the view as with 2D lights. Which really gives it a nice look.
I need help with that, is there away to do that in Unity using 2D Lights and Shadows? And if so how do I go about doing that?
Thank you in advance for your help, all is appreciated.
...ANSWER
Answered 2021-Jan-13 at 09:14You could try find a solution using the target sorting layer and alpha blending.
What I mean is to ensure that the object the flashlight will partially reveal is not overlapping unless that particular light source is showing it. A bit like in the example image below.
I think it would otherwise have to be done with a mask or a shader. I have once done a similar thing in a 3D environment but never in a 2D one, please see this solution for possible inspiration: unity3d trouble with ship floating on water
My suggestion is to look more into 2D shaders to try see if you can find a solution that way.
QUESTION
I am trying to make a HStack which contains x number of images and will display them in a wrapping HStack manner (i.e if only 4 of the 7 images fit on the line, then spill the 3 remaining over onto the next line).
I am trying to use the library WrappingHStack (https://github.com/dkk/WrappingHStack) but the result isn't as expected, the images are not wrapping around.
Here is my code:
...ANSWER
Answered 2021-May-23 at 16:35According to the WrappingHStack library, if you want to achieve what you above-mentioned, you need to do two things:
- Give your
Imageaframeso that theWrappingHStackcan know how many elements to put in per line. - Change your
ForEachloop toWrappingHStack, becauseWrappingHStackcan be used as aForEachto loop over items.
QUESTION
I am trying to make a website that has a navigation bar at the top, as well as an opening header. However, whenever I test my code, only one
Here is the code I have so far:
...ANSWER
Answered 2021-May-21 at 17:31When you absolutely positioned your .opener element, it snapped to the edge of the screen, covering your nav:
QUESTION
I am trying to animate a CSS background for my website. However, when I run the program and view my site, the gradient seems to standstill, it does not move. Is this a problem with the CSS animation, or is the speed simply too slow? Here is what happens...
...ANSWER
Answered 2021-May-21 at 15:48You can adjust your background-size bigger than 100% to animate the background position.
Like background-size: 200% 100%;
QUESTION
I want to change the height and background color of the
My Code:
...ANSWER
Answered 2021-May-16 at 10:31You have a reboot.css in bootstrap file that has opacity: .25, so you have to reset your hr by adding opacity: 1 to it
QUESTION
To summaries I am making a basic tde calculator and I want the user to input how active they are per week The problem I am having is after typing how active the user is I want the condition to end but the input functions still stay open. I've tried defining "input()" but it still doesnt work.
Here is an example code Try typing in lightly active and youll see the input still stays open instead of exiting the condition
...ANSWER
Answered 2021-May-18 at 12:18You are getting new input in the if/elif/else sections, just get it once, assign to a variable and compare that
QUESTION
I am using Django 3.2
I am trying to integrate a blog app that has a slightly convoluted directory structure for its static assets. Here is the relevant part of the tree:
Blog app static assets directory structure ...ANSWER
Answered 2021-May-13 at 10:48Without specifics of the model, I'm going to assume that this is an ImageField for which the app provides a static default.
In this case, the correct way to code it in a template is:
QUESTION
I'm building a WebAPI project. I have DynamoDB downloaded and running locally with -inMemory. After creating a couple of tables, I run this command locally: aws dynamodb list-tables --endpoint-url http://localhost:8000, which results in:
ANSWER
Answered 2021-May-06 at 01:14The above code worked fine for me. Sometimes you need to be sure there is a region set, even though you are setting a ServiceUrl.
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Install lightly
You can install Lightly and its dependencies from PyPI with:. We strongly recommend that you install Lightly in a dedicated virtualenv, to avoid conflicting with your system packages.
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