Top 7 image-augmentation Open-Source Projects

• imgaug

  7 14,165 0.0 Python

  Image augmentation for machine learning experiments.

• albumentations

  29 13,451 8.9 Python

  Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

  

Project mention: Recapping the AI, Machine Learning and Data Science Meetup — May 8, 2024 | dev.to | 2024-05-09

In this brief walkthrough, I will illustrate how to leverage open-source FiftyOne and Anomalib to build deployment-ready anomaly detection models. First, we will load and visualize the MVTec AD dataset in the FiftyOne App. Next, we will use Albumentations to test out augmentation techniques. We will then train an anomaly detection model with Anomalib and evaluate the model with FiftyOne.

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• DALI

  5 4,924 9.6 C++

  A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.

  

Project mention: [D] Will data augmentations work faster on TPUs? | /r/MachineLearning | 2023-12-07

Another option is DALI https://github.com/NVIDIA/DALI For my project while training EfficientNet2, it was a game changer. But it a way harder to implement in code than TorchVision or Kornia.

• autoalbument

  1 195 0.0 Python

  AutoML for image augmentation. AutoAlbument uses the Faster AutoAugment algorithm to find optimal augmentation policies. Documentation - https://albumentations.ai/docs/autoalbument/

  

• SatelliteCloudGenerator

  1 99 4.4 Jupyter Notebook

  A PyTorch-based tool to generate clouds for satellite images.

  

Project mention: Satellite Cloud Generator: A tool to generate clouds for satellite images | news.ycombinator.com | 2023-08-24

• vkit

  1 22 0.0 Python

  Boosting Document Intelligence

  

• YOLO-Mosaic

  1 7 0.0 Python

  Perform mosaic image augmentation on data for training a YOLO model

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

image-augmentation related posts

• Recapping the AI, Machine Learning and Data Science Meetup — May 8, 2024

  3 projects | dev.to | 9 May 2024

• [D] Will data augmentations work faster on TPUs?

  1 project | /r/MachineLearning | 7 Dec 2023

• Augment specific classes?

  2 projects | /r/computervision | 6 Dec 2023

• The Lack of Compensation in Open Source Software Is Unsustainable

  5 projects | news.ycombinator.com | 17 Nov 2023

• DirectStorage - Loading data to GPU *directly* from the SSD drive, almost without using CPU

  1 project | /r/deeplearning | 7 May 2023

• Burn Deep Learning Framework Release 0.7.0: Revamped (de)serialization, optimizer & module overhaul, initial ONNX support and tons of new features.

  3 projects | /r/rust | 6 May 2023

• How to label augmented images for training YOLO algorithm?

  2 projects | /r/learnmachinelearning | 23 Mar 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 10 May 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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