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Methodology
← Learning Types
Machine Learning
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Learning Types
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Self-Supervised Learning
8255 directly classified papers
Papers per year
2006: 8
2007: 7
2008: 7
2009: 9
2010: 12
2011: 7
2012: 13
2013: 11
2014: 12
2015: 17
2016: 35
2017: 97
2018: 191
2019: 441
2020: 663
2021: 1166
2022: 1170
2023: 1544
2024: 1323
2025: 1205
2026: 317
Papers
DuGI-MAE: Improving Infrared Mask Autoencoders via Dual-Domain Guidance
AAAI 2026
Parameter-Free Clustering via Self-Supervised Consensus Maximization
AAAI 2026
Beyond Semantic Features: Pixel-level Mapping for Generalized AI-Generated Image Detection
AAAI 2026
mmJEPA-ECG: Cross-Posture Robust Contactless Electrocardiogram Monitoring via Millimeter Wave Radar Sensing
AAAI 2026
Forget Less by Learning Together through Concept Consolidation
WACV 2026
Beyond Paired Data: Self-Supervised UAV Geo-Localization from Reference Imagery Alone
WACV 2026
Beyond Realism: Learning the Art of Expressive Composition with StickerNet
WACV 2026
MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data
WACV 2026
Imitating the Functionality of Image-to-Image Models Using a Single Example
WACV 2026
NERVE: Neighbourhood & Entropy-Guided Random-Walk for Training Free Open-Vocabulary Segmentation
WACV 2026
MEDAL: multi-modal MEta-space Distillation and ALignment for Visual Compatibility Learning
WACV 2026
Rank-based Geographical Regularization: Revisiting Contrastive Self-Supervised Learning for Multispectral Remote Sensing Imagery
WACV 2026
Self-Supervised Compression and Artifact Correction for Streaming Underwater Imaging Sonar
WACV 2026
A Dataset and Framework for Learning State-invariant Object Representations
WACV 2026
X-JEPA: A Novel Joint Learning Cross-Modal Predictive Alignment Framework for Remote Sensing Image Retrieval
WACV 2026
Beyond the Encoder: Joint Encoder-Decoder Contrastive Pre-Training Improves Dense Prediction
WACV 2026
LASER: Lip Landmark Assisted Speaker Detection for Robustness
WACV 2026
Self-Supervised Visual Prompting for Cross-Domain Road Damage Detection
WACV 2026
GateFusion: Hierarchical Gated Cross-Modal Fusion for Active Speaker Detection
WACV 2026
Cycle-Consistent Multi-Graph Matching for Self-Supervised Annotation of C. Elegans
WACV 2026
ATM: Enhanced Alignment for Text-to-Motion Generation
WACV 2026
Procedure Learning via Regularized Gromov-Wasserstein Optimal Transport
WACV 2026
CaFlow: Enhancing Long-Term Action Quality Assessment with Causal Counterfactual Flow
WACV 2026
ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos
WACV 2026
Reasoning via Implicit Self-supervised Emergence for Instruction Segmentation
AAAI 2026
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