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Top 83 self-supervised-learning open source projects

Official PyTorch implementation of Contrastive Learning of Musical Representations

✭ 216

python music-information-retrieval music-classification self-supervised-learning contrastive-learning

Code for the paper "DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors".

✭ 13

python disentanglement center-loss context-vectors disentangled-representations contrastive-loss self-supervised-learning visual-attributes contrastive-learning

ViCC

[WACV'22] Code repository for the paper "Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting", https://arxiv.org/abs/2106.10137.

✭ 33

python shell unsupervised-learning action-recognition video-recognition self-supervised-learning video-retrieval contrastive-learning

sesemi

supervised and semi-supervised image classification with self-supervision (Keras)

✭ 43

python deep-learning semi-supervised-learning self-supervised-learning

barlowtwins

Implementation of Barlow Twins paper

✭ 84

python self-supervised-learning

exponential-moving-average-normalization

PyTorch implementation of EMAN for self-supervised and semi-supervised learning: https://arxiv.org/abs/2101.08482

✭ 76

python computer-vision semi-supervised-learning normalization self-supervised-learning

Self-Supervised-GANs

Tensorflow Implementation for paper "self-supervised generative adversarial networks"

✭ 34

python generative-adversarial-network self-supervised-learning

ccgl

TKDE 22. CCCL: Contrastive Cascade Graph Learning.

✭ 20

python twitter graph weibo acm dblp data-augmentation aps popularity-prediction information-cascade information-diffusion self-supervised-learning

VQ-APC

Vector Quantized Autoregressive Predictive Coding (VQ-APC)

✭ 34

python representation-learning unsupervised-learning self-supervised-learning pre-training

S2-BNN

S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit Neural Networks via Guided Distribution Calibration (CVPR 2021)

✭ 53

python binary-neural-networks contrastive-loss self-supervised-learning efficient-model contrastive-learning distillation-loss

video-pace

code for our ECCV-2020 paper: Self-supervised Video Representation Learning by Pace Prediction

✭ 95

python eccv self-supervised-learning video-pace pace-prediction

libai

LiBai(李白): A Toolbox for Large-Scale Distributed Parallel Training

✭ 284

python C++nlp deep-learning transformer large-scale data-parallelism model-parallelism distributed-training self-supervised-learning oneflow pipeline-parallelism vision-transformer

SelfGNN

A PyTorch implementation of "SelfGNN: Self-supervised Graph Neural Networks without explicit negative sampling" paper, which appeared in The International Workshop on Self-Supervised Learning for the Web (SSL'21) @ the Web Conference 2021 (WWW'21).

✭ 24

python shell graph-convolutional-networks graph-attention-networks graph-neural-networks self-supervised-learning

Revisiting-Contrastive-SSL

Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

✭ 81

python shell clustering transfer-learning representation-learning unsupervised-learning moco self-supervised-learning neurips pretraining contrastive-learning neurips2021

naru

Neural Relation Understanding: neural cardinality estimators for tabular data

✭ 76

python shell transformers generative-model learned-database query-optimization unsupervised-learning cardinality-estimation density-estimation autoregressive-neural-networks self-supervised-learning deep-generative-model learned-database-components

object-aware-contrastive

Object-aware Contrastive Learning for Debiased Scene Representation (NeurIPS 2021)

✭ 44

python representation-learning self-supervised-learning contrastive-learning

CLSA

official implemntation for "Contrastive Learning with Stronger Augmentations"

✭ 48

python shell deep-learning unsupervised-learning self-supervised-learning contrastive-learning clsa stronger-augmentations

temporal-ssl

Video Representation Learning by Recognizing Temporal Transformations. In ECCV, 2020.

✭ 46

python tensorflow transfer-learning unsupervised-learning action-recognition c3d ucf101 hmdb51 self-supervised-learning

3DInfomax

Making self-supervised learning work on molecules by using their 3D geometry to pre-train GNNs. Implemented in DGL and Pytorch Geometric.

✭ 107

python graph molecules 3d graph-neural-networks self-supervised-learning graph-representation-learning pytorch-geometric gnn dgl-graph

SSTDA

[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)

✭ 150

python shell video pytorch video-understanding domain-adaptation self-supervised-learning action-segmentation domain-discrepancy temporal-dynamics cvpr2020

SimMIM

This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling".

✭ 717

python image-classification self-supervised-learning swin-transformer masked-image-modeling

form2fit

[ICRA 2020] Train generalizable policies for kit assembly with self-supervised dense correspondence learning.

✭ 78

python shell deep-learning robotics pytorch perception self-supervised-learning

SCL

📄 Spatial Contrastive Learning for Few-Shot Classification (ECML/PKDD 2021).

✭ 42

python shell deep-learning image-classification few-shot-learning self-supervised-learning contrastive-learning

61-83 of 83 self-supervised-learning projects

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