Augmentation

Open-source projects categorized as Augmentation
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Topics: Machine Learning Deep Learning Python Image processing Computer Vision
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Top 17 Augmentation Open-Source Projects

  • imgaug

    Image augmentation for machine learning experiments.

  • albumentations

    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.

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  • Augmentor

    Image augmentation library in Python for machine learning.

  • nlpaug

    Data augmentation for NLP

  • torchio

    Medical imaging toolkit for deep learning

  • pytorch-toolbelt

    PyTorch extensions for fast R&D prototyping and Kaggle farming

  • ttach

    Image Test Time Augmentation with PyTorch!

  • SaaSHub

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  • caer

    High-performance Vision library in Python. Scale your research, not boilerplate.

  • deltapy

    DeltaPy - Tabular Data Augmentation (by @firmai)

  • textaugment

    TextAugment: Text Augmentation Library

  • color-matcher

    automatic color-grading

  • autoalbument

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

  • FAST-RIR

    This is the official implementation of our neural-network-based fast diffuse room impulse response generator (FAST-RIR) for generating room impulse responses (RIRs) for a given acoustic environment.

  • Proxy yxorP

    About Web 🦄 Proxy (GUI) : The SAAS(y), Multi-tenancy, Headless, Plug & Play, Web Proxy, Guzzler - Back-end included, PHP CURL+Composer are Optional. Leveraging SAAS architecture to provide multi-tenancy, multiple threads, caching, and an article spinner service.

  • tfaug

    tensorflow easy image augmentation package

  • giton-cli

    AI augmentation for Git

    • Project mention: Show HN: Giton. Add an undo command to Git with GPT-4 | news.ycombinator.com | 2024-02-07

  • Image-Augmentation-Using-Keras

    Augmenting the image data using Keras. A utility class ImageDataGenerator from Keras is used and performed different augmenting techniques. Computer vision library OpenCV is also used.

  • SaaSHub

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Augmentation related posts

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

    3 projects | dev.to | 9 May 2024

  • Augment specific classes?

    2 projects | /r/computervision | 6 Dec 2023

  • How to label augmented images for training YOLO algorithm?

    1 project | /r/computervision | 23 Mar 2023

  • Unstable Diffusion bounces back with $19,000 raised in one day, by using Stripe

    1 project | /r/StableDiffusion | 23 Dec 2022

  • Tokyo Drift : detecting drift in images with NannyML and Whylogs

    1 project | dev.to | 4 Dec 2022

  • [D] Improve machine learning with same number of images

    1 project | /r/MachineLearning | 9 Nov 2022

  • What are the best programs/scripts for image augmentation of YOLO5 training dataset. Something like roboflow but free)

    2 projects | /r/computervision | 25 Oct 2022
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    www.influxdata.com | 10 May 2024
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Index

What are some of the best open-source Augmentation projects? This list will help you:

Project Stars
1 imgaug 14,165
2 albumentations 13,451
3 Augmentor 5,027
4 nlpaug 4,252
5 torchio 1,957
6 pytorch-toolbelt 1,486
7 ttach 944
8 caer 749
9 deltapy 527
10 textaugment 373
11 color-matcher 343
12 autoalbument 195
13 FAST-RIR 137
14 Proxy yxorP 26
15 tfaug 7
16 giton-cli 3
17 Image-Augmentation-Using-Keras 2

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