Questions tagged [image-augmentation]

84 questions
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Monkey patch failing on __init__ statement

I am trying to patch the augmentor function from the clodsa package to read custom named .json files instead of adhering to their format, so instead of /annotations.json make new_name.json: !pip install clodsa ??augmentor Type: …
Rivered
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Is there a way to build a keras preprocessing layer that randomly rotates at specified angles?

I'm working on an astronomical images classification project and I'm currently using keras to build CNNs. I'm trying to build a preprocessing pipeline to augment my dataset with keras/tensorflow layers. To keep things simple I would like to…
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How Implement on the fly augmentation in the tensorflow?

I want implement augmentation in a 3D dataset with an tensorflow model. the augmentation function is like this: def augmentation(img, label): p = .5 print('augmentation') if…
Tavakoli
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Loss Fluctuates with YOLOv4-tiny on a 1,700 big dataset with 16 classes

I am building a logo detection system using YOLOv4-tiny. I've built a custom synthetic dataset where I've drawn transparent logos on top of gameplay screens. The logos, before drawn on the background, were augmented (blurring, perspective…
Onur-Andros Ozbek
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How to have an image go through many functions determined by probability weights?

I have a logo. What I am doing now is I am setting probability weights for all of these functions and the logo goes to only one of them at a time depending on its probability value. This is my code: augmentation_func = [(random_rotation,…
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How to enlarge dataset using augmentations in Pytorch

If i enlarge my dataset using augmentations, I get a better result? For example, I have 1 class, it is a dog class and 4 images for it. I applied augmentations to 4 images. Now some of these images are augmented, some are not. But I still have 4…
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Albumentations - Read images after augmentation

I would like to know how to read (if it is possible) an image after augmentation by Albumentations. I tried: my_img = 'xyz.jpg' image = cv2.imread(my_img) image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) transformed = transform(image=image) new_img =…
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How to solve the "NameError: name 'frame' is not defined" error occured in OpenCV?

import imgaug.augmenters as iaa import cv2 import glob from tkinter import Frame from tkinter import Text from tkinter import Label # 1. Load Dataset images = [] images_path = glob.glob("images/*.jpg") for img_path in images_path: img =…
Milon
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augmentation on images to look like real example python

I have generated many images like number plate as below[![enter image description here] Now, want to convert all such images like real world vehicle number plate image. For example- How to these type of augmentation and save the all the augmented…
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