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Methodology
← Learning Types
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
Self-Supervised Learning with Spectral Low-Rank Prior for Hyperspectral Image Reconstruction
WACV 2025
MonoPP: Metric-Scaled Self-Supervised Monocular Depth Estimation by Planar-Parallax Geometry in Automotive Applications
WACV 2025
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration
WACV 2025
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence
WACV 2025
Contrastive Learning of Image Representations Guided by Spatial Relations
WACV 2025
Heterogeneous Datasets for Unsupervised Image Anomaly Detection
WACV 2025
Improving Pelvic MR-CT Image Alignment with Self-Supervised Reference-Augmented Pseudo-CT Generation Framework
WACV 2025
Diffusion-Based Conditional Image Editing through Optimized Inference with Guidance
WACV 2025
MAGMA: Manifold Regularization for MAEs
WACV 2025
DeepMIM: Deep Supervision for Masked Image Modeling
WACV 2025
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
WACV 2025
Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection
NAACL 2025
Unsupervised Sentence Representation Learning with Syntactically Aligned Negative Samples
NAACL 2025
Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection
ICCV 2025
Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation
IJCAI 2025
Soft Separation and Distillation: Toward Global Uniformity in Federated Unsupervised Learning
ICCV 2025
DriveX: Omni Scene Modeling for Learning Generalizable World Knowledge in Autonomous Driving
ICCV 2025
Moto: Latent Motion Token as the Bridging Language for Learning Robot Manipulation from Videos
ICCV 2025
MultiModal Action Conditioned Video Simulation
ICCV 2025
Color Matching Using Hypernetwork-Based Kolmogorov-Arnold Networks
ICCV 2025
AIM: Amending Inherent Interpretability via Self-Supervised Masking
ICCV 2025
Disentangling Multi-view Representations via Curriculum Learning with Learnable Prior
IJCAI 2025
SiM3D: Single-instance Multiview Multimodal and Multisetup 3D Anomaly Detection Benchmark
ICCV 2025
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation
ICCV 2025
Enhancing Multimodal Protein Function Prediction Through Dual-Branch Dynamic Selection with Reconstructive Pre-Training
IJCAI 2025
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