Self-Supervised Learning

Time Without Time: Pseudo-Temporal Representation for Space-Time Super-Resolution CVPR 2026 TIPSv2: Advancing Vision-Language Pretraining with Enhanced Patch-Text Alignment CVPR 2026 TM-BSN: Triangular-Masked Blind-Spot Network for Real-World Self-Supervised Image Denoising CVPR 2026 TopoCL: Topological Contrastive Learning for Medical Imaging CVPR 2026 TopoSlide: Topologically-Informed Histopathology Whole Slide Image Representation Learning CVPR 2026 Towards Decompositional Human Motion Generation with Energy-Based Diffusion Models CVPR 2026 Towards Effective Surgical Representation Learning with DINO Models MIDL 2026 Towards Foundation Models for 3D Scene Understanding: Instance-Aware Self-Supervised Learning for Point Clouds CVPR 2026 Towards Stable Self-Supervised Object Representations in Unconstrained Egocentric Video CVPR 2026 Tracking by Predicting 3-D Gaussians Over Time CVPR 2026 TrackMAE: Video Representation Learning via Track Mask and Predict CVPR 2026 TriLite: Efficient Weakly Supervised Object Localization with Universal Visual Features and Tri-Region Disentanglement CVPR 2026 ttda704 at SemEval-2026 Task 4: Modeling Narrative Structures via Pseudonymization and Multi-View Sentence Alignment SemEval 2026 UMamba-ProSSL: Self-Supervised Large-Scale Pretraining with Multi-Task UMamba Advances Prostate Cancer Detection in Biparametric MRI MIDL 2026 Uncertainty-Propelled Physics-MAE Fusion for Self-Supervised Diffusion-Weighted Image Denoising AAAI 2026 Unique Lives, Shared World: Learning from Single-Life Videos CVPR 2026 Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language Models CVPR 2026 Unposed-to-3D: Learning Simulation-Ready Vehicles from Real-World Images CVPR 2026 UST-Hand: An Uncertainty-aware Spatiotemporal Point Cloud Interaction Network for 3D Self-supervised Hand Pose Estimation CVPR 2026 Validator-Guided Hard Negative Mining for Masked Language Modeling in Low-Resource Ancient Languages ACL 2026 VEMamba: Efficient Isotropic Reconstruction of Volume Electron Microscopy with Axial-Lateral Consistent Mamba CVPR 2026 VGGT-Segmentor: Geometry-Enhanced Cross-View Segmentation CVPR 2026 VGGT-Ω CVPR 2026 VideoSSR: Video Self-Supervised Reinforcement Learning CVPR 2026 VidTAG: Temporally Aligned Video to GPS Geolocalization with Denoising Sequence Prediction at a Global Scale CVPR 2026