[IEEE TIP'2021] "EnlightenGAN: Deep Light Enhancement without Paired Supervision" by Yifan Jiang, Xinyu Gong, Ding Liu, Yu Cheng, Chen Fang, Xiaohui Shen, Jianchao Yang, Pan Zhou, Zhangyang Wang

✭ 434

python pytorch gan unsupervised-learning generative-adversarial-networks

Lifting From The Deep Release

Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"

✭ 425

python deep-learning convolutional-neural-networks unsupervised-learning human-pose-estimation

Awesome Vaes

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

✭ 418

deep-learning awesome-list unsupervised-learning generative-model representation-learning vae variational-autoencoder variational-inference

Disentangling Vae

Experiments for understanding disentanglement in VAE latent representations

✭ 398

python deep-learning pytorch unsupervised-learning mnist representation-learning vae reproducible-research variational-autoencoder celeba

Contrastive Predictive Coding

Keras implementation of Representation Learning with Contrastive Predictive Coding

✭ 369

python deep-learning unsupervised-learning representation-learning predictive-modeling

Recycle Gan

Unsupervised Video Retargeting (e.g. face to face, flower to flower, clouds and winds, sunrise and sunset)

✭ 367

python generative-adversarial-network unsupervised-learning videos

Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation

✭ 348

python deep-learning unsupervised-learning optical-flow

Pase

Problem Agnostic Speech Encoder

✭ 348

python deep-learning pytorch unsupervised-learning speech-processing

Pytorch Cortexnet

PyTorch implementation of the CortexNet predictive model

✭ 349

jupyter-notebook deep-learning pytorch video unsupervised-learning predictive-modeling

Mmt

[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.

✭ 345

python unsupervised-learning image-retrieval domain-adaptation

Paragraph Vectors

📄 A PyTorch implementation of Paragraph Vectors (doc2vec).

✭ 337

python deep-learning machine-learning pytorch nlp neural-networks unsupervised-learning

Mlxtend

A library of extension and helper modules for Python's data analysis and machine learning libraries.

✭ 3,729

python TeX machine-learning data-science data-mining unsupervised-learning supervised-learning association-rules

Beta Vae

Pytorch implementation of β-VAE

✭ 326

python unsupervised-learning vae celeba

Dgi

Deep Graph Infomax (https://arxiv.org/abs/1809.10341)

✭ 326

python pytorch neural-networks unsupervised-learning

Selflow

SelFlow: Self-Supervised Learning of Optical Flow

✭ 319

python deep-learning unsupervised-learning optical-flow

Chinese Ufldl Tutorial

[UNMAINTAINED] 非监督特征学习与深度学习中文教程，该版本翻译自新版 UFLDL Tutorial 。建议新人们去学习斯坦福的CS231n课程，该门课程在网易云课堂上也有一个配有中文字幕的版本。

✭ 303

convolutional-neural-networks unsupervised-learning exercise

Machine Learning Algorithms From Scratch

Implementing machine learning algorithms from scratch.

✭ 297

python machine-learning machine-learning-algorithms unsupervised-learning supervised-learning

Simclr

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

✭ 293

python pytorch unsupervised-learning representation-learning

100 Days Of Ml Code

100-Days-Of-ML-Code中文版

✭ 16,797

python Jupyter Notebook jupyter-notebook deep-learning machine-learning tensorflow tutorial keras unsupervised-learning supervised-learning chinese-simplified infographics 100-days-of-ml-code

He4o

和（he for objective-c） —— “信息熵减机系统”

✭ 284

machine-learning neural-network artificial-intelligence reinforcement-learning unsupervised-learning transfer-learning agi

Pytorch Vsumm Reinforce

AAAI 2018 - Unsupervised video summarization with deep reinforcement learning (PyTorch)

✭ 283

python deep-learning machine-learning computer-vision reinforcement-learning unsupervised-learning

Sealion

The first machine learning framework that encourages learning ML concepts instead of memorizing class functions.

✭ 278

python machine-learning data-science neural-networks data-analysis unsupervised-learning modeling

Speechsplit

Unsupervised Speech Decomposition Via Triple Information Bottleneck

✭ 266

python unsupervised-learning

Corex

CorEx or "Correlation Explanation" discovers a hierarchy of informative latent factors. This reference implementation has been superseded by other versions below.

✭ 266

python machine-learning unsupervised-learning

L2c

Learning to Cluster. A deep clustering strategy.

✭ 262

python deep-learning artificial-intelligence deep-neural-networks clustering unsupervised-learning transfer-learning artificial-neural-networks semi-supervised-learning supervised-learning

Transferlearning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Self-Supervised-depth

Self-Supervised depth kalilia

✭ 20

unsupervised-learning depth-estimation

UEGAN

[TIP2020] Pytorch implementation of "Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network"

✭ 68

python generative-adversarial-network gan image-manipulation unsupervised-learning compter-vision enhancement-and-restoration

adareg-monodispnet

Repository for Bilateral Cyclic Constraint and Adaptive Regularization for Unsupervised Monocular Depth Prediction (CVPR2019)

✭ 22

python computer-vision adaptive-learning unsupervised-learning cvpr 3d-reconstruction 3d-vision depth-prediction self-supervised-learning single-image-depth-prediction

learning-topology-synthetic-data

Tensorflow implementation of Learning Topology from Synthetic Data for Unsupervised Depth Completion (RAL 2021 & ICRA 2021)

✭ 22

python shell machine-learning computer-vision deep-learning tensorflow void depth unsupervised-learning sensor-fusion ucla 3d-reconstruction ral depth-estimation 3d-vision kitti icra self-supervised-learning depth-completion

dti-clustering

(NeurIPS 2020 oral) Code for "Deep Transformation-Invariant Clustering" paper

✭ 60

python shell computer-vision deep-learning clustering pytorch unsupervised-learning image-clustering neurips-2020 neurips2020

altair

Assessing Source Code Semantic Similarity with Unsupervised Learning

✭ 42

python Jupyter Notebook javascript deep-learning word2vec rnn unsupervised-learning doc2vec doc2vec-word2vec

ML2017FALL

Machine Learning (EE 5184) in NTU

✭ 66

Jupyter Notebook machine-learning sentiment-analysis text-classification clustering cnn rnn image-classification recommender-system pm25 predictive-modeling unsupervised-learning sentiment-classification recommendation-algorithm

back2future

Unsupervised Learning of Multi-Frame Optical Flow with Occlusions

✭ 39

lua Cuda c CMake deep-learning optical-flow unsupervised-learning multi-frame occlusion

MVGL

TCyb 2018: Graph learning for multiview clustering

✭ 26

matlab clustering unsupervised-learning multimodality multiview-learning multiview-clustering multiple-features multimodal

kwx

BERT, LDA, and TFIDF based keyword extraction in Python

srVAE

VAE with RealNVP prior and Super-Resolution VAE in PyTorch. Code release for https://arxiv.org/abs/2006.05218.

✭ 56

python pytorch generative-model vae representation-learning unsupervised-learning super-resolution cifar10 variational-autoencoder unsupervised-machine-learning cifar-10 vae-pytorch

PiCIE

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

✭ 102

Jupyter Notebook python shell unsupervised-learning semantic-segmentation unsupervised-clustering self-supervised-learning

PIC

Parametric Instance Classification for Unsupervised Visual Feature Learning, NeurIPS 2020

✭ 41

python shell pytorch unsupervised-learning self-supervised-learning contrastive-learning

kmedoids

The Partitioning Around Medoids (PAM) implementation of the K-Medoids algorithm in Python [Unmaintained]

✭ 18

Jupyter Notebook python machine-learning cluster partitioning unsupervised-learning clusters kmedoids-clustering medoids

Similarity-Adaptive-Deep-Hashing

Unsupervised Deep Hashing with Similarity-Adaptive and Discrete Optimization (TPAMI2018)

✭ 18

matlab c python shell M hashing caffe deeplearning unsupervised-learning image-retrieval

dti-sprites

(ICCV 2021) Code for "Unsupervised Layered Image Decomposition into Object Prototypes" paper

✭ 33

python shell computer-vision deep-learning unsupervised sprites pytorch unsupervised-learning image-decomposition multi-object iccv2021

Unsupervised-Learning-in-R

Workshop (6 hours): Clustering (Hdbscan, LCA, Hopach), dimension reduction (UMAP, GLRM), and anomaly detection (isolation forests).

✭ 34

r clustering dimensionality-reduction unsupervised-learning umap hdbscan isolation-forests glrm latent-class-analysis

deep learning

Deep-learning approaches to object recognition from 3D data

✭ 19

Jupyter Notebook python C++CMake deep-learning unsupervised-learning depth-image object-recognition tensorflow-ros

ladder-vae-pytorch

Ladder Variational Autoencoders (LVAE) in PyTorch

✭ 59

python pytorch vae representation-learning unsupervised-learning variational-inference generative-models variational-autoencoders ladder-vae ladder-variational-autoencoders

uctf

Unsupervised Controllable Text Generation (Applied to text Formalization)

✭ 19

python natural-language-processing pytorch dataset unsupervised-learning natural-language-generation nlg aaai19

youtokentome-ruby

High performance unsupervised text tokenization for Ruby

✭ 17

ruby C++python unsupervised-learning word-segmentation tokenization npl bpe byte-pair-encoding

treecut

Find nodes in hierarchical clustering that are statistically significant

✭ 26

python clustering statistical-analysis unsupervised-learning

al-fk-self-supervision

Official PyTorch code for CVPR 2020 paper "Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision"

✭ 28

python image-classification image-recognition unsupervised-learning active-learning fisher-vectors self-supervised-learning

deep-INFOMAX

Chainer implementation of deep-INFOMAX

✭ 32

python chainer unsupervised-learning deep-infomax

BaySMM

Model for learning document embeddings along with their uncertainties

✭ 25

python unsupervised-learning uncertainties variational-bayes document-embeddings

dads

Code for 'Dynamics-Aware Unsupervised Discovery of Skills' (DADS). Enables skill discovery without supervision, which can be combined with model-based control.

✭ 138

python reinforcement-learning deep-learning unsupervised-learning model-based-rl skill-discovery

KD3A

Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".

✭ 63

python deep-learning transfer-learning unsupervised-learning domain-adaptation federated-learning

NMFADMM

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).

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