GitHub topics: image-augmentation

Repositories

albumentations-team/albumentations

Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

Language: Python - Size: 99.8 MB - Last synced at: about 23 hours ago - Pushed at: 3 days ago - Stars: 14,834 - Forks: 1,681

aleju/imgaug

Image augmentation for machine learning experiments.

Language: Python - Size: 27.3 MB - Last synced at: about 21 hours ago - Pushed at: 9 months ago - Stars: 14,561 - Forks: 2,461

Tobi-Tob/DataAugmentationDiffusionModels

The goal of this project is to improve data augmentation by incorporating a diffusion model, with a special focus on enriching semantic diversity. The Few-Shot Classification Performance is used as a metric for evaluating the implemented improvements.

Language: Jupyter Notebook - Size: 486 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 1 - Forks: 0

NVIDIA/DALI

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

Language: C++ - Size: 394 MB - Last synced at: about 24 hours ago - Pushed at: 5 days ago - Stars: 5,362 - Forks: 633

ruijunfeng/A-knowledge-integrated-deep-learning-framework-for-cellular-image-analysis-in-parasite-microbiology

This repository is the summation of the previous works of our group in microscopy image analysis.

Language: Python - Size: 618 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 2 - Forks: 0

tatigabru/kaggle-rsna

Deep Learning for Automatic Pneumonia Detection, RSNA challenge

Language: Python - Size: 3.21 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 109 - Forks: 23

JenithaLessie/Fruit-Classification-Using-A-Convolutional-Neural-Network

Fruit Classification Using A Convolutional Neural Network

Size: 2.75 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

strath-ai/SatelliteCloudGenerator

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

Language: Jupyter Notebook - Size: 91.1 MB - Last synced at: 3 days ago - Pushed at: 7 months ago - Stars: 118 - Forks: 9

AgaMiko/data-augmentation-review

List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.

Size: 3.59 MB - Last synced at: 10 days ago - Pushed at: 8 months ago - Stars: 1,632 - Forks: 207

waikato-datamining/image-dataset-converter-imgaug

Image augmentation extension for the image-dataset-converter library.

Language: Python - Size: 217 KB - Last synced at: 4 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 0

curiousily/Deep-Learning-For-Hackers

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

Language: Jupyter Notebook - Size: 22.2 MB - Last synced at: 11 days ago - Pushed at: about 5 years ago - Stars: 1,042 - Forks: 440

adu-baffour/Synthetic-to-Measured-SAR

Towards Fully Synthetic Training: Exploring Data Augmentations for Synthetic-to-Measured SAR in Automatic Target Recognition

Language: Jupyter Notebook - Size: 56.1 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 0

rickiepark/deep-learning-with-python-2nd

<케라스 창시자에게 배우는 딥러닝 2판> 도서의 코드 저장소

Language: Jupyter Notebook - Size: 48.4 MB - Last synced at: 13 days ago - Pushed at: about 1 year ago - Stars: 73 - Forks: 94

albumentations-team/albucore

A high-performance image processing library designed to optimize and extend the Albumentations library with specialized functions for advanced image transformations. Perfect for developers working in computer vision who require efficient and scalable image augmentation.

Language: Python - Size: 227 KB - Last synced at: 8 days ago - Pushed at: about 1 month ago - Stars: 16 - Forks: 4

sebastianffx/stainlib

Python 3 library for the augmentation & normalization of H&E images

Language: Jupyter Notebook - Size: 9.91 MB - Last synced at: 18 days ago - Pushed at: over 2 years ago - Stars: 53 - Forks: 8

Evizero/Augmentor.jl

A fast image augmentation library in Julia for machine learning.

Language: Julia - Size: 15.9 MB - Last synced at: 23 days ago - Pushed at: almost 3 years ago - Stars: 140 - Forks: 46

Jackpopc/aiLearnNotes

Artificial Intelligence Learning Notes.

Language: Python - Size: 638 KB - Last synced at: 14 days ago - Pushed at: about 2 years ago - Stars: 273 - Forks: 60

albumentations-team/autoalbument

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

Language: Python - Size: 240 KB - Last synced at: 16 days ago - Pushed at: over 3 years ago - Stars: 205 - Forks: 20

kunalj101/Data-Science-Hacks

Data Science Hacks consists of tips, tricks to help you become a better data scientist. Data science hacks are for all - beginner to advanced. Data science hacks consist of python, jupyter notebook, pandas hacks and so on.

Language: Jupyter Notebook - Size: 1.7 MB - Last synced at: 15 days ago - Pushed at: over 2 years ago - Stars: 405 - Forks: 323

akiomik/pilgram

A python library for instagram filters

Language: Jupyter Notebook - Size: 3.59 MB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 120 - Forks: 17

numq/Augmenta

Local web application providing API and UI for image augmentation, based on the albumentations library

Language: TypeScript - Size: 3.79 MB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 1 - Forks: 1

HistoCleanQUB/HistoClean

HistoClean is a tool for the preprocessing and augmentation of images used in deep learning models. This easy to use application brings together the most popular image processing packages from across the python universe, meaning no more looking at documentation! HistoClean provides real time feedback to augmentations and preprocessing options. This allows users to evaluate their steps before implementation.

Language: Python - Size: 2.83 MB - Last synced at: 14 days ago - Pushed at: about 3 years ago - Stars: 28 - Forks: 6

FabriDeCastelli/Wild-Cats-Classification

Classifies wild cats images

Language: Jupyter Notebook - Size: 74.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

mdciri/3D-augmentation-techniques

Chechink the performance of different augmentation techniques on the BraTS 2020 data.

Language: Python - Size: 19.5 KB - Last synced at: 5 days ago - Pushed at: over 4 years ago - Stars: 23 - Forks: 10

EPSOFT/Image-Augmentation

Image Augmentation

Language: Jupyter Notebook - Size: 894 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

wittyicon29/AppleAI--Apple-Disease-Detection-Using-CNN

Apple disease detection using CNN is a GitHub repository that contains code for detecting diseases in apples using convolutional neural networks (CNNs). The repository uses a dataset of images of healthy and diseased apples to train the CNN model. The model is then used to classify new images of apples as healthy or diseased

Language: Jupyter Notebook - Size: 1.16 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 3

himanshumahajan138/TransferVision

Transfer learning for image classification using pre-trained models like ResNet50, ResNet100, EfficientNetB0, and VGG16 in Keras. Fine-tunes the last layers, applies image augmentation, and evaluates with Precision, Recall, AUC, F1 score, and early stopping for improved performance.

Language: Jupyter Notebook - Size: 1.41 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

imeshaB/BreastCancerDeepLearningModel

Breast Cancer Image Classification Using Deep Learning and Explainable AI. This project focuses on binary classification of breast cancer images as malignant or benign using deep learning techniques, integrated with XAI. Addressing challenges like dataset generalizability and model transparency, the work follows the CRISP-DM framework.

Language: Jupyter Notebook - Size: 869 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

mrl-amrl/preimutils

All you need to preprocess and prepare your annotated dataset

Language: Python - Size: 1.85 MB - Last synced at: 13 days ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 2

ImanNoferesti/Emotion_AI_Python

Emotion and Facial Key-Point Detection Classify emotions and detect facial key-points using deep learning! This project combines CNNs and Residual Blocks to predict 15 facial key-points and categorize facial expressions into five emotions: Angry, Disgust, Sad, Happy, and Surprise.

Language: Jupyter Notebook - Size: 56.9 MB - Last synced at: 19 days ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

sanjay-ar/INCOIS_AAIDeS-Project

The INCOIS_AAIDeS Project(Automated Animal Identification and Detection of Species) is a finalist initiative that we successfully implemented to empower fishermen using deep learning technology.

Language: Python - Size: 14.2 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

SamSamhuns/ml_data_processing

ML data processing (For Computer Vision)

Language: Python - Size: 5.59 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 0

vkit-x/vkit

Boosting Document Intelligence

Language: Python - Size: 780 KB - Last synced at: 26 days ago - Pushed at: 28 days ago - Stars: 22 - Forks: 1

avs-abhishek123/AugStatic

AugStatic - A Light-Weight Image Augmentation Library

Language: Python - Size: 10.4 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 4

MAOMislive/SimplePY

SimplePY is a collection of Python scripts and utilities for file manipulation tailored for AI and ML projects. This repository aims to simplify the handling of datasets, model outputs, and other files commonly encountered in AI and machine learning workflows.

Language: Python - Size: 19.5 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

gaizkiaadeline/Rock-Paper-Scissor-Image-Classification

This image classification project focuses on classifying images of rock, paper, and scissors gestures using machine learning techniques. The model achieved an impressive validation accuracy of 98.86%, indicating its effectiveness in accurately classifying hand gestures.

Language: Jupyter Notebook - Size: 460 KB - Last synced at: 2 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

chekoduadarsh/Custom-Image-Augmentation-Keras

This is a plugin tool for your project to impliment your coustom image processing algorithms

Language: Jupyter Notebook - Size: 10.7 KB - Last synced at: 20 days ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

Lornatang/YOLOv3-PyTorch

Pytorch implements yolov3.Good performance, easy to use, fast speed.

Language: Python - Size: 1.42 MB - Last synced at: 5 months ago - Pushed at: 12 months ago - Stars: 32 - Forks: 15

continental/image-statistics-matching 📦

Methods for alignment of global image statistics aimed at unsupervised Domain Adaptation and Data Augmentation

Language: Python - Size: 31 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 41 - Forks: 7

mahmoudnafifi/WB_color_augmenter

WB color augmenter improves the accuracy of image classification and image semantic segmentation methods by emulating different WB effects (ICCV 2019) [Python & Matlab].

Language: MATLAB - Size: 140 MB - Last synced at: 5 months ago - Pushed at: 7 months ago - Stars: 167 - Forks: 36

MuhammedBuyukkinaci/Object-Classification-and-Localization-with-TensorFlow

This repository is containing an object classification & localization project for SINGLE object.

Language: Python - Size: 8.74 MB - Last synced at: 24 days ago - Pushed at: almost 6 years ago - Stars: 24 - Forks: 12

mdbloice/Patch-Augmentation

Code for the implemenation of the Patch Augmentation technique

Language: Jupyter Notebook - Size: 18 MB - Last synced at: 18 days ago - Pushed at: over 5 years ago - Stars: 11 - Forks: 4

affjljoo3581/Differentiable-RandAugment

Optimize RandAugment with differentiable operations

Language: Python - Size: 40 KB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 26 - Forks: 0

kartikgill/taco-box

An implementation of Tiling and Corruption (TACo) Augmentations for OCR/HTR

Language: Jupyter Notebook - Size: 2.38 MB - Last synced at: 4 days ago - Pushed at: over 3 years ago - Stars: 15 - Forks: 3

ZEraX4/E-ALPR

Automatic Licence Plate Recognition System for Egyptian Plates (E-ALPR)

Language: Python - Size: 33.7 MB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2

dhdanudahlan/rock-paper-scissors-classifier

A simple Convolutional Neural Network (CNN) project using image agumentation to classify images of hand doing rock, paper, and scissors sign.

Language: Jupyter Notebook - Size: 94.7 KB - Last synced at: 8 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

melodiw82/Rayan_AI

Vault of variety of topics taught for Rayan Contest

Language: Jupyter Notebook - Size: 93.1 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

datature/discolight

discolight is a robust, flexible and infinitely hackable library for generating image augmentations ✨

Language: Python - Size: 66.3 MB - Last synced at: 8 days ago - Pushed at: over 4 years ago - Stars: 25 - Forks: 7

iiTzMohit/PlateDetectAI

PlateDetectAI is a project using a custom YOLOv3 model for accurate vehicle number plate detection, featuring advanced image augmentation and custom loss functions.

Language: Python - Size: 42 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

stevensmiley1989/IMAGE_AUG_GUI

image_aug.py is a GUI for creating custom augmented datasets using imgaug.

Language: Python - Size: 378 MB - Last synced at: 9 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

folkien/pyImageAugmentation

Image augumentation for deep learning

Language: Python - Size: 4.96 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1

developers-cosmos/Meme-Generator

MemeGen is a web application where the user gives an image as input and our tool generates a meme at one click for the user.

Language: JavaScript - Size: 21 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 91 - Forks: 32

flavienbwk/pascal-voc-image-augmentor

Script for image augmentation writing new Pascal VOC annotations for your deep learning experiments.

Language: Python - Size: 615 KB - Last synced at: 23 days ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 2

eshaanmathakari/shrimpInfectionDetection

Deep Learning algorithm to detect WSSV in shrimps

Language: Jupyter Notebook - Size: 229 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

ksatriow/iClassify

Image Classification to recognize the shape of the hand that forms scissors, rock, or paper.

Language: Jupyter Notebook - Size: 459 KB - Last synced at: 2 months ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 1

HasnainRaz/SemSegPipeline

A simpler way of reading and augmenting image segmentation data into TensorFlow

Language: Python - Size: 41 KB - Last synced at: 17 days ago - Pushed at: almost 5 years ago - Stars: 144 - Forks: 27

iamaayushrivastava/Leaf-Image-Classification-Using-Machine-Learning

This project aims to develop an effective leaf image classification system using machine learning algorithms. It includes extensive experimentation and evaluation of different models and hyperparameter tuning to identify the best-performing model.

Language: Jupyter Notebook - Size: 39.1 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 1

ebenezer-isaac/intoxicated-face-identification

Classification of Sober and Intoxicated Faces using Image Analysis

Language: Python - Size: 191 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

codeDroid1/ImageAugmentation

Image Augmentation In Python

Language: Python - Size: 74.2 KB - Last synced at: 11 months ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

mjkvaak/ImageDataAugmentor

Custom image data generator for TF Keras that supports the modern augmentation module albumentations

Language: Python - Size: 2.51 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 86 - Forks: 27

deepankarvarma/Age-and-Gender-Detection-OpenCV--Keras--TensorFlow

This repository contains Python code for an age and gender detection project using the video stream from the camera. The model is trained on the UTKFace dataset and utilizes deep learning techniques for accurate age and gender estimation. The code includes scripts for data preprocessing, model training, and real-time detection from the camera.

Language: Python - Size: 35.9 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 3

ThinamXx/DogBreedClassification

I have prepared a pretrained Neural Network Model which helps in Image Classification. The Model can classify 120 different breeds of dogs.

Language: Jupyter Notebook - Size: 36.1 KB - Last synced at: 12 months ago - Pushed at: almost 4 years ago - Stars: 5 - Forks: 3

yXiangXiong/ParaGAN

ICASSP 2024. A Parameterized Generative Adversarial Network Using Cyclic Projection for Explainable Medical Image Classification.

Language: Python - Size: 16.3 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

omercelik-cs/tensorflow-image-augmentation

Language: Python - Size: 1.84 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 1

RooTender/augmentator

Ready-to-use tool for image augmentation

Language: Rust - Size: 475 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

codecat0/CV

本仓库将使用Pytorch框架实现经典的图像分类网络、目标检测网络、图像分割网络，图像生成网络等，并会持续更新！！！

Language: Jupyter Notebook - Size: 16.3 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 168 - Forks: 33

Ximilar-com/tf-image

TensorFlow2+ graph image augmentation library optimized for tf.data.Dataset.

Language: Python - Size: 146 KB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 5

AmeeraRayan/ProHealth360_

Welcome to ProHealth360, your gateway to advanced healthcare solutions. Our Flask-based web application harnesses the power of state-of-the-art machine learning models to provide accurate predictions for a wide range of diseases, including COVID-19, Breast Cancer, Alzheimer's, Brain Tumor, Diabetes, Heart Disease, and Kidney Disease.

Language: Jupyter Notebook - Size: 1.31 GB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

tanyazyabkina/ImageClassification

Classification of apparel attributes based on images

Language: Jupyter Notebook - Size: 2.88 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 3 - Forks: 1

deepankarvarma/Yawn-Detection-OpenCV-Keras-TensorFlow-Sklearn

This repository contains Python code for generating a yawning detection model and using it to detect yawning instances from a live camera stream. The model architecture consists of convolutional and pooling layers, followed by fully connected layers.

Language: Python - Size: 27.6 MB - Last synced at: 12 months ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 1

jeongwhanchoi/MLND-Capstone-Project

Capstone Project for Udacity Machine Learning Nanodegree

Language: Jupyter Notebook - Size: 22.2 MB - Last synced at: about 1 year ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

owenpb/Kaggle-Cassava-Leaf-Classification

Kaggle competition: classifying Cassava leaf diseases from crowdsourced photographs. Finetuned ResNet-152 model implemented in PyTorch, with image augmentations performed using Albumentations library.

Language: Jupyter Notebook - Size: 69.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

kakumarabhishek/Mask2Lesion

Code corresponding to our MICCAI SASHIMI 2019 paper on shape-constrained skin lesion image synthesis.

Size: 521 KB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 0

saravanabalagi/imaugtools

Tools used for aspect-ratio-preserving image augmentation, namely translate, rotate, crop WITHOUT stretching or skewing the image, or padding pixels to fill up empty space.

Language: Jupyter Notebook - Size: 2.15 MB - Last synced at: 8 days ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0

deepankarvarma/Handwriting-Recognition--OpenCV--Keras-and-TensorFLow

This repository contains Python code for handwritten recognition using OpenCV, Keras, TensorFlow, and the ResNet architecture. The project utilizes two datasets: the standard MNIST 0-9 dataset and the Kaggle A-Z dataset. The OCR model is trained using Keras and TensorFlow, while OpenCV is used for image pre-processing.

Language: Python - Size: 1.81 MB - Last synced at: 12 months ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

fcakyon/augmented-maskrcnn 📦

Object detection and instance segmentation on MaskRCNN with torchvision, albumentations, tensorboard and cocoapi. Supports custom coco datasets with positive/negative samples.

Language: Python - Size: 2.18 MB - Last synced at: 12 months ago - Pushed at: over 4 years ago - Stars: 19 - Forks: 4