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How to further improve validation accuracy in multiclass semantic segmentation
1 project | reddit.com/r/computervision | 27 Jan 2022
I recommend looking into using Albumentations. It'll really help with your data augmentation.
Data augmentation strategies for object detection? Could you point me to good resources or best practices you know of?
1 project | reddit.com/r/computervision | 30 Oct 2021
You can definitely look at Albumentation - we had a ton of success working with this library https://github.com/albumentations-team/albumentations
Albumentations 1.1.0 Was Released
1 project | news.ycombinator.com | 5 Oct 2021
Optimization for semantic segmentation!
1 project | reddit.com/r/deeplearning | 6 Sep 2021
[P] Albumentations 1.0 is released (a Python library for image augmentation)
4 projects | reddit.com/r/MachineLearning | 1 Jun 2021
Full release notes: https://github.com/albumentations-team/albumentations/releases/tag/1.0.04 projects | reddit.com/r/MachineLearning | 1 Jun 2021
If you want to know what changed in the latest versions, please refer to the [Release Notes](https://github.com/albumentations-team/albumentations/releases) page.
[Urgent Help] CNN model not working desirably
1 project | reddit.com/r/neuralnetworks | 30 Apr 2021
Image augmentation could help amplify your dataset without needing additional training data. Check out albumentations. It’s super easy.
What are some alternatives?
imgaug - Image augmentation for machine learning experiments.
Mask-RCNN-TF2 - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow 2.0
labelme2coco - A lightweight package for converting your labelme annotations into COCO object detection format.
autoalbument - AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - https://albumentations.ai/docs/autoalbument/
BlenderProc - A procedural Blender pipeline for photorealistic training image generation
imagezmq - A set of Python classes that transport OpenCV images from one computer to another using PyZMQ messaging.
cvlib - A simple, high level, easy to use, open source Computer Vision library for Python.
image-statistics-matching - Methods for alignment of global image statistics aimed at unsupervised Domain Adaptation and Data Augmentation
SickZil-Machine - Manga/Comics Translation Helper Tool
ttach - Image Test Time Augmentation with PyTorch!