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Top 242 unsupervised-learning open source projects

Change Detection Review
A review of change detection methods, including codes and open data sets for deep learning. From paper: change detection based on artificial intelligence: state-of-the-art and challenges.
Openunreid
PyTorch open-source toolbox for unsupervised or domain adaptive object re-ID.
Ladder
Ladder network is a deep learning algorithm that combines supervised and unsupervised learning.
Unflow
UnFlow: Unsupervised Learning of Optical Flow with a Bidirectional Census Loss
Recursive Cascaded Networks
[ICCV 2019] Recursive Cascaded Networks for Unsupervised Medical Image Registration
Unsupervised Video
[CVPR 2017] Unsupervised deep learning using unlabelled videos on the web
Contrastive Predictive Coding Pytorch
Contrastive Predictive Coding for Automatic Speaker Verification
Transmomo.pytorch
This is the official PyTorch implementation of the CVPR 2020 paper "TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting".
Spectralcluster
Python re-implementation of the spectral clustering algorithm in the paper "Speaker Diarization with LSTM"
Pytorch Byol
PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning
Gan Sandbox
Vanilla GAN implemented on top of keras/tensorflow enabling rapid experimentation & research. Branches correspond to implementations of stable GAN variations (i.e. ACGan, InfoGAN) and other promising variations of GANs like conditional and Wasserstein.
Lkvolearner
Learning Depth from Monocular Videos using Direct Methods, CVPR 2018
Gemsec
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
Iseebetter
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Python3 | PyTorch | GANs | CNNs | ResNets | RNNs | Published in Springer Journal of Computational Visual Media, September 2020, Tsinghua University Press
Simclr
A PyTorch implementation of SimCLR based on ICML 2020 paper "A Simple Framework for Contrastive Learning of Visual Representations"
Fleetx
Paddle Distributed Training Extended. 飞桨分布式训练扩展包
Pixelnet
The repository contains source code and models to use PixelNet architecture used for various pixel-level tasks. More details can be accessed at <http://www.cs.cmu.edu/~aayushb/pixelNet/>.
Graph Transformer
Transformer for Graph Classification (Pytorch and Tensorflow)
Homlr
Supplementary material for Hands-On Machine Learning with R, an applied book covering the fundamentals of machine learning with R.
Distancegan
Pytorch implementation of "One-Sided Unsupervised Domain Mapping" NIPS 2017
Hidden Two Stream
Caffe implementation for "Hidden Two-Stream Convolutional Networks for Action Recognition"
Factorvae
Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)
Danmf
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
Remixautoml
R package for automation of machine learning, forecasting, feature engineering, model evaluation, model interpretation, data generation, and recommenders.
Csm
Code release for "Canonical Surface Mapping via Geometric Cycle Consistency"
Go Tsne
t-Distributed Stochastic Neighbor Embedding (t-SNE) in Go
Graphwavemachine
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
Stylisticpoetry
Codes for Stylistic Chinese Poetry Generation via Unsupervised Style Disentanglement (EMNLP 2018)
Lr Gan.pytorch
Pytorch code for our ICLR 2017 paper "Layered-Recursive GAN for image generation"
Spherical Text Embedding
[NeurIPS 2019] Spherical Text Embedding
Unsupervised detection
An Unsupervised Learning Framework for Moving Object Detection From Videos
Isolation Forest
A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
Splitbrainauto
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction. In CVPR, 2017.
Autoregressive Predictive Coding
Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning
Oneshottranslation
Pytorch implementation of "One-Shot Unsupervised Cross Domain Translation" NIPS 2018
Arflow
The official PyTorch implementation of the paper "Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation".
And
Official Pytorch Implementation for ICML'19 paper: Unsupervised Deep Learning by Neighbourhood Discovery
E3d lstm
e3d-lstm; Eidetic 3D LSTM A Model for Video Prediction and Beyond
Deepco3
[CVPR19] DeepCO3: Deep Instance Co-segmentation by Co-peak Search and Co-saliency (Oral paper)
Unsupervised Data Augmentation
Unofficial PyTorch Implementation of Unsupervised Data Augmentation.
Tybalt
Training and evaluating a variational autoencoder for pan-cancer gene expression data
Gon
Gradient Origin Networks - a new type of generative model that is able to quickly learn a latent representation without an encoder
3dpose gan
The authors' implementation of Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations
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