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Search results for pytorch unsupervised learning

unsupervised-learning x

140 search results found

Mmselfsup ⭐ 3,066

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

Simclr ⭐ 1,745

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

Hypergan ⭐ 1,190

Composable GAN framework with api and user interface

Variational Autoencoder ⭐ 1,114

Variational autoencoder implemented in tensorflow and pytorch (including inverse autoregressive flow)

Variational Autoencoder ⭐ 1,049

Variational autoencoder implemented in tensorflow and pytorch (including inverse autoregressive flow)

Unsup3d ⭐ 981

(CVPR'20 Oral) Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild

Discogan Pytorch ⭐ 928

PyTorch implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

Enlightengan ⭐ 862

[IEEE TIP] "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

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

Disentangling Vae ⭐ 668

Experiments for understanding disentanglement in VAE latent representations

All About The Gan ⭐ 602

All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN

Unsupervised Semantic Segmentation by Distilling Feature Correspondences

Complete Life Cycle Of A Data Science Project ⭐ 499

Complete-Life-Cycle-of-a-Data-Science-Project

Lemniscate.pytorch ⭐ 467

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Paragraph Vectors ⭐ 375

📄 A PyTorch implementation of Paragraph Vectors (doc2vec).

Pytorch Cortexnet ⭐ 361

PyTorch implementation of the CortexNet predictive model

Change Detection Review ⭐ 352

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.

Pytorch Vsumm Reinforce ⭐ 342

Unsupervised video summarization with deep reinforcement learning. AAAI'18.

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

Official implementation of the CVPR 2022 paper "DETReg: Unsupervised Pretraining with Region Priors for Object Detection".

Graphsage Pytorch ⭐ 300

A PyTorch implementation of GraphSAGE. This package contains a PyTorch implementation of GraphSAGE.

Openunreid ⭐ 275

PyTorch open-source toolbox for unsupervised or domain adaptive object re-ID.

Problem Agnostic Speech Encoder

Beta Vae ⭐ 262

Pytorch implementation of β-VAE

Learning to Cluster. A deep clustering strategy.

Iseebetter ⭐ 223

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

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

Lkvolearner ⭐ 197

Learning Depth from Monocular Videos using Direct Methods, CVPR 2018

Deepmapping ⭐ 191

[CVPR2019 Oral] Self-supervised Point Cloud Map Estimation

Distancegan ⭐ 174

Pytorch implementation of "One-Sided Unsupervised Domain Mapping" NIPS 2017

Image_similarity ⭐ 156

PyTorch Blog Post On Image Similarity Search

Unsupervisedpointcloudreconstruction ⭐ 154

Experiments on unsupervised point cloud reconstruction.

Lr Gan.pytorch ⭐ 145

Pytorch code for our ICLR 2017 paper "Layered-Recursive GAN for image generation"

Contrad ⭐ 142

Code for the paper "Training GANs with Stronger Augmentations via Contrastive Discriminator" (ICLR 2021)

Mlm Pytorch ⭐ 141

An implementation of masked language modeling for Pytorch, made as concise and simple as possible

Oneshottranslation ⭐ 126

Pytorch implementation of "One-Shot Unsupervised Cross Domain Translation" NIPS 2018

[AAAI 2022] An official source code for paper Deep Graph Clustering via Dual Correlation Reduction.

Indoor Sfmlearner ⭐ 124

[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning.

Efficient Vdvae ⭐ 115

Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"

Unicorn ⭐ 114

(ECCV 2022) Official code of Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency

Unsupervised Data Augmentation ⭐ 110

Unofficial PyTorch Implementation of Unsupervised Data Augmentation.

Style Aware Discriminator ⭐ 107

CVPR 2022 - Official PyTorch implementation of "A Style-Aware Discriminator for Controllable Image Translation"

Official Pytorch Implementation for ICML'19 paper: Unsupervised Deep Learning by Neighbourhood Discovery

Predict Cluster ⭐ 102

Repository for PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition

Unsupervised learning and generative models in python/pytorch.

Back2future.pytorch ⭐ 98

Unsupervised Learning of Multi-Frame Optical Flow with Occlusions

Pytorch Byol ⭐ 94

PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

The official PyTorch implementation of the paper "Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation".

A PyTorch implementation of SimCLR based on ICML 2020 paper "A Simple Framework for Contrastive Learning of Visual Representations"

Unofficial implementation with pytorch DistributedDataParallel for "MoCo: Momentum Contrast for Unsupervised Visual Representation Learning"

Autoregressive Predictive Coding ⭐ 87

Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning

[ICLR2022] Code for "Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View"

Self Supervised Relational Reasoning ⭐ 78

Official PyTorch implementation of the paper "Self-Supervised Relational Reasoning for Representation Learning", NeurIPS 2020 Spotlight.

Calibrated Backprojection Network ⭐ 74

PyTorch Implementation of Unsupervised Depth Completion with Calibrated Backprojection Layers (ORAL, ICCV 2021)

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

Pytorch Unsupervised Segmentation Tip ⭐ 66

Dti Clustering ⭐ 65

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

Day2night ⭐ 61

Image2Image Translation Research

Unsupervised Learning of Transferable Relational Graphs

Pointglr ⭐ 60

Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)

Pixelda_gan ⭐ 58

Domain Adaptation using GAN

Self Dace ⭐ 55

Official pytorch version for Self-Reference Deep Adaptive Curve Estimation for Low-Light Image Enhancement

Official Implementation for the "Back to the Feature: Classical 3D Features are (Almost) All You Need for 3D Anomaly Detection" paper.

Self Supervised Vit Path ⭐ 50

Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)

Skeletonmerger ⭐ 48

Code repository for paper `Skeleton Merger: an Unsupervised Aligned Keypoint Detector`.

Unsupervised Face Representation ⭐ 47

Implementation for Pre-training strategies and datasets for facial representation learning, ECCV 2022

Variational Sparse Coding ⭐ 47

Reproducing the paper "Variational Sparse Coding" for the ICLR 2019 Reproducibility Challenge

Pytorch implementation of "A Simple Framework for Contrastive Learning of Visual Representations"

[ICCV 2019 Oral] TA3N: https://github.com/cmhungsteve/TA3N (Most updated repo)

Computational Endoscopy Platform (advanced deep learning toolset for analyzing endoscopy videos) [MICCAI'22, MICCAI'21, ISBI'21, CVPR'20]

Dti Sprites ⭐ 41

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

Matching Guided Distillation (ECCV 2020)

Toward Realistic Single-View 3D Object Reconstruction with Unsupervised Learning from Multiple Images (ICCV 2021)

Wavencoder ⭐ 36

WavEncoder is a Python library for encoding audio signals, transforms for audio augmentation, and training audio classification models with PyTorch backend.

PyTorch implementation of the NIPS 2017 paper - Unsupervised Learning of Disentangled Representations from Video

[Preprint] "Segmentation-Aware Image Denoising without Knowing True Segmentation"

Proto-RL: Reinforcement Learning with Prototypical Representations

Catgan_pytorch ⭐ 34

Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks

Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings

Ladder Vae Pytorch ⭐ 31

Ladder Variational Autoencoders (LVAE) in PyTorch

🌏Official PyTorch implementation of "Unsupervised Change Detection Based on Image Reconstruction Loss", CVPRW 2022.

Code for 'Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images' [MICCAI 2021]

Unbounded_gan ⭐ 29

Improve generative adversarial network training by deleting a line of code.

[NeurIPS 2021] ORL: Unsupervised Object-Level Representation Learning from Scene Images

Parametric Instance Classification for Unsupervised Visual Feature Learning, NeurIPS 2020

Self Supervised Gans Pytorch ⭐ 28

Ready to train Pytorch implementation of the CVPR'19 paper "Self-Supervised GANs via Auxiliary Rotation Loss"

Vaenar Tts ⭐ 25

PyTorch Implementation of VAENAR-TTS: Variational Auto-Encoder based Non-AutoRegressive Text-to-Speech Synthesis.

Otcoarsening ⭐ 23

Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport

Ssr_bmvc2022 ⭐ 21

SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise (BMVC2022)

Joint Motion Estimation And Segmentation ⭐ 20

[MICCAI'18] Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences

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

Video Summarization Pytorch ⭐ 20

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

Deep Unsupervised Domain Adaptation ⭐ 20

Pytorch implementation of four neural network based domain adaptation techniques: DeepCORAL, DDC, CDAN and CDAN+E. Evaluated on benchmark dataset Office31.

Semiorthogonal ⭐ 19

Unofficial re-implementation of Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation

Unsupervisedattentionmechanism ⭐ 19

Code for our paper: "Regularity Normalization: Neuroscience-Inspired Unsupervised Attention across Neural Network Layers".

Pointcloududa ⭐ 19

[IEEE-TMI 2021] This is our PyTorch implementation for Adapt Everywhere paper on unsupervised domain adaptation using entropy and point-cloud paper.

CUTS: A Framework for Multigranular Unsupervised Medical Image Segmentation

Self Supervised Learning By Context Prediction ⭐ 16

Implementation of "Unsupervised Visual Representation Learning by Context Prediction" by C. Doersh, A. Gupta and A. A. Efros

Ml_gallery ⭐ 16

This is a master project of some experiments with Neural Networks. Every project here is runnable, visualized and explained clearly.

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