Self-Supervised Learning

$L^{2}DGS$: Low-Light Dynamic Gaussian Splatting CVPR 2026 Action Motifs: Self-Supervised Hierarchical Representation of Human Body Movements CVPR 2026 AdvDINO: Domain-Adversarial Self-Supervised Representation Learning for Spatial Proteomics MIDL 2026 Analysis of Motivations in Machine Learning Textbooks AAAI 2026 An Exploration of Mamba for Speech Self-Supervised Models ACL 2026 AnthroTAP: Learning Point Tracking with Real-World Motion CVPR 2026 ART-ASyn: Anatomy-aware Realistic Texture-based Anomaly Synthesis Framework for Chest X-Rays WACV 2026 ArtPro: Self-Supervised Articulated Object Reconstruction with Adaptive Integration of Mobility Proposals CVPR 2026 ASC: Learning Augmentation Severity-Consistent Representations Improves Generalization via Augmentation Search WACV 2026 A Stitch in Time: Learning Procedural Workflow via Self-Supervised Plackett-Luce Ranking CVPR 2026 BAgger: Backwards Aggregation for Mitigating Drift in Autoregressive Video Diffusion Models CVPR 2026 BEV-SLD: Self-Supervised Scene Landmark Detection for Global Localization with LiDAR Bird's-Eye View Images CVPR 2026 Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors CVPR 2026 Beyond Machine Interpretation: Learning from Expert Over-Reads Improves ECG Diagnosis MIDL 2026 Beyond Natural Images: A Dual-Stream DINOv3 Framework for PET/CT Segmentation MIDL 2026 Beyond the Encoder: Joint Encoder-Decoder Contrastive Pre-Training Improves Dense Prediction WACV 2026 Boosting Self-Supervised Tracking with Contextual Prompts and Noise Learning CVPR 2026 Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training WACV 2026 Bootstrap Dynamic-Aware 3D Visual Representation for Scalable Robot Learning CVPR 2026 CanonCGT: Reference-Based Color Grading via Canonical Pivot Representation CVPR 2026 Changes in Real Time: Online Scene Change Detection with Multi-View Fusion CVPR 2026 Cluster-Wise Spatio-Temporal Masking for Efficient Video-Language Pretraining CVPR 2026 CoMo: Learning Continuous Latent Motion from Internet Videos for Scalable Robot Learning CVPR 2026 ConsensusXAI: A Framework to Examine Class-wise Agreement in Medical Imaging WACV 2026 Convexity-Aware Noise Calibration: A Self-Supervised Framework for Noise-Level-Unknown Image Denoising CVPR 2026