Image Segmentation

Do We Need Perfect Data? Leveraging Noise for Domain Generalized Segmentation AAAI 2026 DualFete: Revisiting Teacher-Student Interactions from a Feedback Perspective for Semi-supervised Medical Image Segmentation AAAI 2026 DualSplat: Robust 3D Gaussian Splatting via Pseudo-Mask Bootstrapping from Reconstruction Failures CVPR 2026 EccoMamba: Enhanced Cross-hierarchical Continuity Orthogonal Mamba for Medical Image Segmentation AAAI 2026 ECT-3DMedSAM: Efficient Cross Teaching Using Segment Anything Model for Semi-Supervised 3D Medical Image Segmentation MIDL 2026 Effective Robotic Cloth Grasping Through Suppressing False Discoveries AAAI 2026 EReCu: Pseudo-label Evolution Fusion and Refinement with Multi-Cue Learning for Unsupervised Camouflage Detection CVPR 2026 Escaping the CAM Shadow: Uncertainty-Guided Reliable Learning for Weakly Supervised Semantic Segmentation AAAI 2026 Evaluation of 3D Ultrasound Reconstruction and 2D/3D Segmentation for Neonatal Hip Dysplasia Screening MIDL 2026 Expert Branches: Module Diversity for Stronger Feature Learning in Laparoscopic Segmentation MIDL 2026 FARF-Net: Frequency-guided Adaptive Receptive Field Network for Edge-enhanced Polyp Segmentation WACV 2026 FLoMo-Net: A Novel Task-Adaptive Mixture of Experts Routing Framework with Frequency and Uncertainty Correction for Medical Image Segmentation WACV 2026 FlowDIS: Language-Guided Dichotomous Image Segmentation with Flow Matching CVPR 2026 GenMask: Adapting DiT for Segmentation via Direct Mask Generation CVPR 2026 GeoSAM2: Unleashing the Power of SAM2 for 3D Part Segmentation CVPR 2026 GeoSemba: Reconstructing State Space Model for Cross Paradigm Representation in Medical Image Segmentation CVPR 2026 HD²-SSC: High-Dimension High-Density Semantic Scene Completion for Autonomous Driving AAAI 2026 Heteroscedastic Heatmap Regression for Reliable Pectoral Muscle Segmentation in Mammography MIDL 2026 High-Precision Dichotomous Image Segmentation via Depth Integrity-Prior and Fine-Grained Patch Strategy CVPR 2026 HiMix : Hierarchical Visual-Textual Mixing Network for Lesion Segmentation WACV 2026 Hugging Visual Prompt and Segmentation Tokens: Consistency Learning for Fine-Grained Visual Understanding in MLLMs CVPR 2026 Hymavi : A Hybrid Mamba-Attention Network in Multi-View Framework for Volumetric Medical Image Segmentation WACV 2026 ICL-NoiseUNet - A Novel In-Context Learning Based Framework For Ultrasound Segmentation With Adaptive Noise Modulation MIDL 2026 Inpaint360GS: Efficient Object-Aware 3D Inpainting via Gaussian Splatting for 360deg Scenes WACV 2026 Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset CVPR 2026