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Methodology
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Deep Learning
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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
Frame-Wise Action Representations for Long Videos via Sequence Contrastive Learning
CVPR 2022
Self-Supervised Spatial Reasoning on Multi-View Line Drawings
CVPR 2022
Rethinking Minimal Sufficient Representation in Contrastive Learning
CVPR 2022
Multilingual unsupervised sequence segmentation transfers to extremely low-resource languages
ACL 2022
Imposing Consistency for Optical Flow Estimation
CVPR 2022
Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis
CVPR 2022
Learning To Anticipate Future With Dynamic Context Removal
CVPR 2022
Do self-supervised speech models develop human-like perception biases?
ACL 2022
Learning With Neighbor Consistency for Noisy Labels
CVPR 2022
Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks
CVPR 2022
Contrastive Learning for Unsupervised Video Highlight Detection
CVPR 2022
Weighted self Distillation for Chinese word segmentation
ACL 2022
Multi-Modal Alignment Using Representation Codebook
CVPR 2022
Towards Discriminative Representation: Multi-View Trajectory Contrastive Learning for Online Multi-Object Tracking
CVPR 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-Similarity
CVPR 2022
EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization
ACL 2022
On Learning Contrastive Representations for Learning With Noisy Labels
CVPR 2022
Focus on the Action: Learning to Highlight and Summarize Jointly for Email To-Do Items Summarization
ACL 2022
Improving Commonsense Contingent Reasoning by Pseudo-data and Its Application to the Related Tasks
COLING 2022
TRUE: Re-evaluating Factual Consistency Evaluation
ACL 2022
Perturbed and Strict Mean Teachers for Semi-Supervised Semantic Segmentation
CVPR 2022
Mix and Localize: Localizing Sound Sources in Mixtures
CVPR 2022
Harmony: A Generic Unsupervised Approach for Disentangling Semantic Content From Parameterized Transformations
CVPR 2022
Large-Scale Pre-Training for Person Re-Identification With Noisy Labels
CVPR 2022
Deformable Sprites for Unsupervised Video Decomposition
CVPR 2022
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