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Methodology
← Learning Types
Deep Learning
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Learning Types
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Self-Supervised Learning
2959 directly classified papers
Papers per year
2006: 3
2007: 1
2008: 2
2009: 3
2010: 1
2011: 3
2012: 5
2013: 5
2014: 8
2015: 9
2016: 15
2017: 23
2018: 59
2019: 146
2020: 289
2021: 389
2022: 485
2023: 547
2024: 445
2025: 502
2026: 19
Papers
Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation
AAAI 2021
Self-Supervised Training for Blind Multi-Frame Video Denoising
WACV 2021
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized With Semantic Segmentation for Autonomous Driving
WACV 2021
Weakly-Supervised Object Representation Learning for Few-Shot Semantic Segmentation
WACV 2021
H2O-Net: Self-Supervised Flood Segmentation via Adversarial Domain Adaptation and Label Refinement
WACV 2021
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling
NAACL 2021
Unsupervised Representation Learning via Neural Activation Coding
ICML 2021
MSA Transformer
ICML 2021
Self-Supervised Prototype Representation Learning for Event-Based Corporate Profiling
AAAI 2021
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks
AAAI 2021
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images
AAAI 2021
Simple and Effective VAE Training with Calibrated Decoders
ICML 2021
Combating Noisy Labels by Agreement: A Joint Training Method with Co-Regularization
CVPR 2020
Learning Video Object Segmentation From Unlabeled Videos
CVPR 2020
Self-Supervised Learning of Pretext-Invariant Representations
CVPR 2020
D3Feat: Joint Learning of Dense Detection and Description of 3D Local Features
CVPR 2020
DeepCap: Monocular Human Performance Capture Using Weak Supervision
CVPR 2020
PREDICT & CLUSTER: Unsupervised Skeleton Based Action Recognition
CVPR 2020
MAST: A Memory-Augmented Self-Supervised Tracker
CVPR 2020
AdaCoSeg: Adaptive Shape Co-Segmentation With Group Consistency Loss
CVPR 2020
Same Features, Different Day: Weakly Supervised Feature Learning for Seasonal Invariance
CVPR 2020
Dreaming to Distill: Data-Free Knowledge Transfer via DeepInversion
CVPR 2020
ClusterFit: Improving Generalization of Visual Representations
CVPR 2020
Diversified Arbitrary Style Transfer via Deep Feature Perturbation
CVPR 2020
How Useful Is Self-Supervised Pretraining for Visual Tasks?
CVPR 2020
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