Object Segmentation

BEA-GS: BEyond RAdiance Supervision in 3DGS for Precise Object Extraction CVPR 2026 Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training WACV 2026 CamoQuery: Language-Guided Reasoning Camouflaged Object Segmentation ACL 2026 Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data MIDL 2026 Conversational Image Segmentation: Grounding Abstract Concepts with Scalable Supervision CVPR 2026 DeRVOS: Decoupling Consistent Trajectory Generation and Multimodal Understanding for Referring Video Object Segmentation CVPR 2026 DIMOS: Disentangling Instance-level Moving Object Segmentation CVPR 2026 Fast Reasoning Segmentation for Images and Videos CVPR 2026 GeoFree-CoSeg: Unsupervised Point Cloud-Image Cross-Modal Co-Segmentation Without Geometric Alignment CVPR 2026 GeoSAM2: Unleashing the Power of SAM2 for 3D Part Segmentation CVPR 2026 HOPS: Hierarchical Open-vocabulary Part Segmentation with Attention-Aware Filtering and Affinity-Guided Enhancement CVPR 2026 IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation CVPR 2026 INSID3: Training-Free In-Context Segmentation with DINOv3 CVPR 2026 InterRVOS: Interaction-Aware Referring Video Object Segmentation CVPR 2026 Learning Cross-View Object Correspondence via Cycle-Consistent Mask Prediction CVPR 2026 Learning Mask-Aware Offsets: Two-branch Deformable Attention Networks for Inpainting with Masked Region Avoidance WACV 2026 Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation CVPR 2026 M4-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection CVPR 2026 Matching Semantically Similar Non-Identical Objects WACV 2026 NG-GS: NeRF-guided 3D Gaussian Splatting Segmentation CVPR 2026 REALM: An MLLM-Agent Framework for Open World 3D Reasoning Segmentation and Editing on Gaussian Splatting CVPR 2026 Reconstruction-Guided Slot Curriculum: Addressing Object Over-Fragmentation in Video Object-Centric Learning CVPR 2026 RobotSeg: A Model and Dataset for Segmenting Robots in Image and Video CVPR 2026 Seeing Both Sides: Towards Bidirectional Semantic Alignment for Open-Vocabulary Camouflaged Object Segmentation CVPR 2026 ST4R-Splat: Spatio-Temporal Referring Segmentation in 4D Gaussian Splatting CVPR 2026