Popular GitHub Repositories for Augmentation

Image augmentation for machine learning experiments.

Keras model to generate HTML code from hand-drawn website mockups. Implements an image captioning architecture to drawn source images.

Image augmentation library in Python for machine learning.

Data augmentation for NLP

A Python library for audio data augmentation. Useful for making audio ML models work well in the real world, not just in the lab.

Official Implementation of 'Fast AutoAugment' in PyTorch.

Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.

Image Test Time Augmentation with PyTorch!

DeltaPy - Tabular Data Augmentation (by @firmai)

Efficient Learning of Augmentation Policy Schedules

TextAugment: Text Augmentation Library

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

Benchmarking library for RAG

Augmenty is an augmentation library based on spaCy for augmenting texts.

Cut and paste augmentation for object detection and instance segmentation

Pitch-shift audio clips quickly with PyTorch (CUDA supported)! Additional utilities for searching efficient transformations are included.

Face Landmark Detector based on Mobilenet V1

[NeurIPS'21] "Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly", Tianlong Chen, Yu Cheng, Zhe Gan, Jingjing Liu, Zhangyang Wang

[arXiv'24] Large Language Model Enhanced Recommender Systems: Taxonomy, Trend, Application and Future

[ECCV 2024] Official Repo for: Dataset Enhancement with Instance-Level Augmentations