sunfangwei / paper-about-unsupervised

Papers about unsupervised or self-supervised learning.

paper about unsupervised/self-supervised learning

无监督或自监督学习论文

方法	年份	出处	论文名称	代码
InstDisc	2018	CVPR	Unsupervised Feature Learning via Non-Parametric Instance Discrimination	code
CPC	2018	Arxiv	Representation Learning with Contrastive Predictive Coding	code
DeepCluster	2018	ECCV	Deep Clustering for Unsupervised Learning of Visual Features	code
DIM	2019	ICLR	Learning deep representations by mutual information estimation and maximization	code
InvaSpread	2019	CVPR	Unsupervised Embedding Learning via Invariant and Spreading Instance Feature	code
CMC	2019	CVPR	Contrastive Multiview Coding	code
MoCo_V1	2019	CVPR	Momentum Contrast for Unsupervised Visual Representation Learning	code
MIMax	2020	ICLR	On Mutual Information Maximization for Representation Learning	code
SimCLR_V1	2020	ICML	A Simple Framework for Contrastive Learning of Visual Representations	code
MoCo_V2	2020	CVPR	Improved Baselines with Momentum Contrastive Learning	code
SimCLR_V2	2020	NeurIPS	Big Self-Supervised Models are Strong Semi-Supervised Learners	code
BYOL	2020	NeurIPS	Bootstrap Your Own Latent:A New Approach to Self-Supervised Learning	code
SWaV	2020	CVPR	Unsupervised Learning of Visual Features by Contrasting Cluster Assignments	code
SimSiam	2020	CVPR	Exploring Simple Siamese Representation Learning	code
MoCo_V3	2021	ICCV	An Empirical Study of Training Self-Supervised Vision Transformers	code
DetCo	2021	ICCV	DetCo: Unsupervised Contrastive Learning for Object Detection	code
VFT	2021	ICCV	Improving Contrastive Learning by Visualizing Feature Transformation	code
MultiSiam	2021	ICCV	MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving	code
DINO	2021	CVPR	Emerging Properties in Self-Supervised Vision Transformers	code
BarlowTwins	2021	CVPR	Barlow Twins: Self-Supervised Learning via Redundancy Reduction	code
DAPC	2021	ICLR	Representation Learning for Sequence Data with Deep Autoencoding Predictive Components	code
SimMIM	2021	CVPR	SimMIM: A Simple Framework for Masked Image Modeling	code
MAE	2021	2022 CVPR Oral	Masked Autoencoders Are Scalable Vision Learners	code
UniVIP	2022	CVPR	UniVIP: A Unified Framework for Self-Supervised Visual Pre-training	None
ContrastiveCrop	2022	CVPR	Crafting Better Contrastive Views for Siamese Representation Learning	code
HCSC	2022	CVPR	HCSC: Hierarchical Contrastive Selective Coding	code
BEiT	2022	ICLR	BEiT: BERT Pre-Training of Image Transformers	code