dataaugmentation 开源项目推荐（92 个）

SALT-NLP /MixText

MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification

jaaack-wang /Chinese-Synonyms

A large high-quality corpus of Chinese synonyms 一个大型、高质量的中文同义词语料库。

GaryYufei /PromDA

Source code for ACL 2022 Paper "Prompt-based Data Augmentation for Low-Resource NLU Tasks"

kshitij-raj /Melanoma-Skin-Cancer-Detection

Build a CNN based model which can accurately detect melanoma

roshancharlie /College-Chatbot-Using-ML-and-NLP

该项目在 GitHub 上没有填写描述

kayua /MalDataGen

MalDataGen is an advanced Python framework for generating and evaluating synthetic tabular datasets using modern generative models, including diffusion and adversarial architectures.

SALT-NLP /LADA

Source codes for the paper "Local Additivity Based Data Augmentation for Semi-supervised NER"

HKUST-LongGroup /Diff-II

[CVPR 2025] PyTorch implementation of Diff-II

Hiwyl /data_prep

适用于目标检测VOC格式的数据增强工具包，包含各种像素级增广方式和形变增广，如：rotate、crop、rotation、flip、tile、滑动窗口、mosaic等；数据格式转换：coco_2_voc、xml_for_u_yolo等

Kazuhito00 /albumentations-examples

画像データ拡張ライブラリAlbumentationsのJupyter上での実行例。

rushilrai /A2E

American Sign Language to English real time Conversion App

SALT-NLP /Disfluency-Generation-and-Detection

Code for "Planning and Generating Natural and Diverse Disfluent Texts as Augmentation for Disfluency Detection"

SALT-NLP /AAAI_CLF

Code for "Semi-Supervised Models via Data Augmentation for Classifying Interactive Affective Responses"

MdAliAhnaf /Skin_Type_Classification-Recommendation

Training and evaluating skin type images using (CNN) models via transfer learning, along with personalized recommendations based on classified skin type predictions generated by OpenAI's language model.

sobhan0nasiri /ResDigit_Net

Advanced Digit Recognition System using a Hybrid Modern-CNN (ResNet + ConvNeXt) & Ensemble Inference Engine. Features a robust OpenCV preprocessing pipeline and FastAPI backend.

ADAMSmugwe /Micro-Neutral-Network

A feedforward neural network implemented with NumPy

kayua /SyntheticOceanAI

SyntheticOcean: Open-Source Library for Generating Synthetic Tabular Data + SynDataGen (Framework for Synthetic Data Generation)

Kazuhito00 /mixup

Tensorflow2/KerasのImageDataGenerator向けのmixupの実装。

kashishsinghyadav /Face-Recogination-for-transaction-system

Implement secure transaction system using keras deep learning model for recogination and , intergrated otp verification and jwt authentication for enhancing the more security

dsabarinathan /Ultrasound-Image-Classification

Thyroid Nodule image Classification based on Geometric and Morphological Features