Image Segmentation

Is Exchangeability better than I.I.D. to handle Data Distribution Shifts while Pooling Data for Data-scarce Medical image segmentation? MIDL 2026 JoDiffusion: Jointly Diffusing Image with Pixel-Level Annotations for Semantic Segmentation Promotion AAAI 2026 KMOPS: Keypoint-Driven Method for Multi-Object Pose and Metric Size Estimation from Stereo Images WACV 2026 Layout Anything: One Transformer for Universal Room Layout Estimation WACV 2026 Learning and Aligning Click-Aware Shape Prior for Interactive Amodal Instance Segmentation CVPR 2026 Learning Robust Medical Image Segmentation with Inductive Bias MIDL 2026 MambaLiteUNet: Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation CVPR 2026 MatAnyone 2: Scaling Video Matting via a Learned Quality Evaluator CVPR 2026 MCMA-Net++: Topology-Aware and Graph-Driven Glioma Segmentation in 3D MRI MIDL 2026 MedCLIPSeg: Probabilistic Vision-Language Adaptation for Data-Efficient and Generalizable Medical Image Segmentation CVPR 2026 MedKamba: A Novel Approach Integrating State-Space Models and Fractional Kolmogorov–Arnold Networks for Medical Image Segmentation MIDL 2026 MedSAMix: A Training-Free Model Merging Approach for Medical Image Segmentation AAAI 2026 MixerCSeg: An Efficient Mixer Architecture for Crack Segmentation via Decoupled Mamba Attention CVPR 2026 Mix-QSAM2: Mixed-Precision Quantization for High Fidelity Segmentation in Resource Constrained Scenarios AAAI 2026 MUFASA: A Multi-Layer Framework for Slot Attention CVPR 2026 Multicenter Morphometric Analysis of Stratum Corneum Nanotexture for Skin Barrier Assessment MIDL 2026 Multi-Semantic Modeling for Glass Surface Detection in the Wild AAAI 2026 Multi-site Benchmarking of Deep Learning Models for Intraparenchymal Hemorrhage Segmentation on NCCT MIDL 2026 MUSE: Model-based Uncertainty-aware Similarity Estimation for zero-shot 2D Object Detection and Segmentation WACV 2026 NeuroLangSeg: Language-Guided Subcortical Segmentation with Pseudo-Supervision and Anatomical–Linguistic Validation MIDL 2026 Palimpsest: Reconciling the CISS Trilemma for Incremental Nuclei Segmentation AAAI 2026 PaSAL: A Deep Learning Pipeline for Pulmonary Artery-Vein Segmentation and Anatomical Labeling in Thoracic CT MIDL 2026 PGR-Net: Prior-Guided ROI Reasoning Network for Brain Tumor MRI Segmentation CVPR 2026 Photo-Guided Tooth Segmentation on 3D Oral Scan Model CVPR 2026 Piercing the Fog: Disentangling Key Features for Vision Models in Multi-Degradation Scenarios AAAI 2026