Semantic Segmentation

PAGET: Hierarchical Multi-Teacher Knowledge Distillation for Comprehensive Tumor Microenvironment Segmentation MIDL 2026 PMRNet: Physics-informed Multi-scale Refinement Network for Medical Image Segmentation CVPR 2026 PointGS: Semantic-Consistent Unsupervised 3D Point Cloud Segmentation with 3D Gaussian Splatting CVPR 2026 PRUE: A Practical Recipe for Field Boundary Segmentation at Scale CVPR 2026 Revisiting the Necessity of Full Accuracy: Weakly Supervised Object-Level Offset Correction for Misaligned Building Labels CVPR 2026 RMAE-ProGRess: Advancing Semantic Segmentation in Unstructured Environments CVPR 2026 RS-SSM: Refining Forgotten Specifics in State Space Model for Video Semantic Segmentation CVPR 2026 SAGE: Style-Adaptive Generalization for Privacy-Constrained Semantic Segmentation Across Domains CVPR 2026 SAMIX: Reinforcing SAM2 with Semantic Adapter and Reference Selecting Policy for Mix-Supervised Segmentation CVPR 2026 Seeing Beyond: Extrapolative Domain Adaptive Panoramic Segmentation CVPR 2026 Seeing Through Touch: Tactile-Driven Visual Localization of Material Regions CVPR 2026 SkySense-VITA: Towards Universal In-context Segmentation of Multi-modal Remote Sensing Imagery CVPR 2026 Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic Segmentation CVPR 2026 Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric Inlier Discrimination CVPR 2026 The Missing Point in Vision Transformers for Universal Image Segmentation CVPR 2026 Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid Prototype Distillation CVPR 2026 Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework CVPR 2026 Advancing Medical Image Segmentation with Self-Supervised Learning: A 3D Student-Teacher Approach for Cardiac and Neurological Imaging MIDL 2025 Connectome Mapping: Shape-Memory Network via Interpretation of Contextual Semantic Information ICLR 2025 Decoupled Finetuning for Domain Generalizable Semantic Segmentation ICLR 2025 DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation ICLR 2025 Effective Disjoint Representational Learning for Anatomical Segmentation MIDL 2025 Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation CVPR 2025 How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images? MIDL 2025 MedCL: Learn Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation MIDL 2025