Unsupervised Learning

Bilevel Layer-Positioning LoRA for Real Image Dehazing CVPR 2026 BluRef: Unsupervised Image Deblurring with Dense-Matching References CVPR 2026 EFIQA: Explainable Fundus Image Quality Assessment via Anatomical Priors MIDL 2026 EPI Distortion Correction without Opposite Phase Encodings with Unsupervised INR-Based Deformable Registration MIDL 2026 EReCu: Pseudo-label Evolution Fusion and Refinement with Multi-Cue Learning for Unsupervised Camouflage Detection CVPR 2026 Event-based Motion Deblurring with Unpaired Data CVPR 2026 FlowEO: Generative Unsupervised Domain Adaptation for Earth Observation WACV 2026 From Cross-Sectional CT to Dynamic Insights: Pseudotime-Based Modeling of Lung Nodule Progression MIDL 2026 From Feature Learning to Spectral Basis Learning: A Unifying and Flexible Framework for Efficient and Robust Shape Matching CVPR 2026 From Observation to Action: Latent Action-based Primitive Segmentation for VLA Pre-training in Industrial Settings CVPR 2026 GazeShift: Unsupervised Gaze Estimation and Dataset for VR CVPR 2026 GeoFree-CoSeg: Unsupervised Point Cloud-Image Cross-Modal Co-Segmentation Without Geometric Alignment CVPR 2026 LayoutAD: Exploring Semantic-Geometric Misalignment Reasoning for Scene Layout Anomaly Detection CVPR 2026 LLMs Enable Bag-of-Texts Representations for Short-Text Clustering ACL 2026 Mask to Align, Weight to Disambiguate: Reliable Unsupervised Cross-Modal Hashing with Masked-Weight Contrast CVPR 2026 More Than Meets the Eye: A Unified Image Fusion Framework via Semantic-Pixel Entropy Trade-off for Zero-Shot Generalization CVPR 2026 Multi-Prototype Compactness and Boundary-Aware Synthesis for Unsupervised Anomaly Detection CVPR 2026 Plug-and-Play Incomplete Multi-View Clustering via Janus-Faced Affinity Learning with Topology Harmonization CVPR 2026 PointGS: Semantic-Consistent Unsupervised 3D Point Cloud Segmentation with 3D Gaussian Splatting CVPR 2026 Reconstruction-Guided Slot Curriculum: Addressing Object Over-Fragmentation in Video Object-Centric Learning CVPR 2026 Revealing Hidden Failure Modes in Chest X-ray Classification via Spectral Domain Analysis MIDL 2026 RINO: Rotation-Invariant Non-Rigid Correspondences CVPR 2026 rPPG-VQA: A Video Quality Assessment Framework for Unsupervised rPPG Training CVPR 2026 Scene-Centric Unsupervised Video Panoptic Segmentation CVPR 2026 StaMo: Unsupervised Learning of Generalizable Robot Motion from Compact State Representation CVPR 2026