Self-Supervised Learning

Progressive Mask Distillation for Self-supervised Video Representation CVPR 2026 QueryOcc: Query-based Self-Supervision for 3D Semantic Occupancy CVPR 2026 Region-Aware Instance Consistency Learning for Micro-Expression Recognition CVPR 2026 Render-to-Adapt: Unsupervised Personal Adaptation for Gaze Estimation CVPR 2026 Residual Connections Harm Generative Representation Learning CVPR 2026 RiskProp: Collision-Anchored Self-Supervised Risk Propagation For Early Accident Anticipation CVPR 2026 RoSAMDepth: Robust Self-supervised Depth Estimation Leveraging Segment Anything Model CVPR 2026 Scal3R: Scalable Test-Time Training for Large-Scale 3D Reconstruction CVPR 2026 Scaling Dense Event-Stream Pretraining from Visual Foundation Models CVPR 2026 SCAPO: Self-Supervised Category-Level Articulated Pose Estimation from a Single 3D Observation CVPR 2026 Seeing Depth Through Frequency and Motion: A Progressive Training Paradigm for Monocular Depth Estimation CVPR 2026 Self-Paced and Self-Corrective Masked Prediction for Movie Trailer Generation CVPR 2026 Semantic Noise Reduction via Teacher-Guided Dual-Path Audio-Visual Representation Learning CVPR 2026 SGDE: Self-supervised Geometry Degradation Estimation Framework for Coded Aperture Compressive Spectral Imaging CVPR 2026 SpidR-Adapt: A Universal Speech Representation Model for Few-Shot Adaptation ACL 2026 StainNet: Scaling Self-Supervised Foundation Models on Immunohistochemistry and Special Stains for Computational Pathology MIDL 2026 STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026 SwiftVLA: Unlocking Spatiotemporal Dynamics for Lightweight VLA Models at Minimal Overhead CVPR 2026 TAP-CT: 3D Task-Agnostic Pretraining of Computed Tomography Foundation Models MIDL 2026 TeFlow: Enabling Multi-frame Supervision for Self-Supervised Feed-forward Scene Flow Estimation CVPR 2026 TerraSeg: Self-Supervised Ground Segmentation for Any LiDAR CVPR 2026 TESSERA: Temporal Embeddings of Surface Spectra for Earth Representation and Analysis CVPR 2026 Test-Time 3D Occupancy Prediction CVPR 2026 Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations WACV 2026 Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric Inlier Discrimination CVPR 2026