lightly

Image self-supervised learner

A Python library for self-supervised learning on images using contrastive learning and deep learning techniques.

A python library for self-supervised learning on images.

GitHub

3k stars
29 watching
286 forks
Language: Python
last commit: about 2 months ago
Linked from 4 awesome lists

computer-visioncontrastive-learningcontributions-welcomedeep-learningembeddingshacktoberfestmachine-learningpytorchself-supervised-learning

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
qubvel-org/segmentation_models.pytorch A comprehensive library for training and applying deep learning models for image segmentation 9,829
trekhleb/homemade-machine-learning Practices implementing popular machine learning algorithms from scratch to gain a deeper understanding of their mathematics 23,191
junyanz/interactive-deep-colorization A system for automatically colorizing black and white images with user interactions. 2,701
pycaret/pycaret An automation tool for machine learning workflows in Python 9,026
thu-ml/tianshou A high-performance reinforcement learning library with modular interfaces and user-friendly APIs for building deep learning agents. 8,069
jacobgil/pytorch-grad-cam A package providing advanced explainability methods for deep learning models in computer vision 10,781
lightning-ai/pytorch-lightning A framework for building and training AI models on multiple GPUs or TPUs with minimal code changes. 28,636
autodistill/autodistill Automatically trains models from large foundation models to perform specific tasks with minimal human intervention. 2,022
facebookresearch/dinov2 A PyTorch implementation of a self-supervised learning method for learning robust visual features without supervision. 9,425
ludwig-ai/ludwig A low-code framework for building custom deep learning models and neural networks 11,236
skalskip/make-sense An online tool for labeling photos using computer vision and deep learning techniques 3,195
keras-team/autokeras An open-source AutoML system for deep learning based on Keras. 9,172
aleju/imgaug Tools for manipulating and enhancing images in machine learning applications 14,458
kaiyangzhou/dassl.pytorch A PyTorch toolbox for supporting research and development of domain adaptation, generalization, and semi-supervised learning methods in computer vision. 1,236
donnyyou/torchcv A comprehensive PyTorch-based framework for computer vision tasks 2,249