| Fast Online Object Tracking and Segmentation: A Unifying Approach | Dec 12, 2018 | ObjectObject Tracking | CodeCode Available | 2 |
| Improving Semantic Segmentation via Video Propagation and Label Relaxation | Dec 4, 2018 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| Cell Detection with Star-convex Polygons | Jun 9, 2018 | Cell DetectionCell Segmentation | CodeCode Available | 2 |
| Context Encoding for Semantic Segmentation | Mar 23, 2018 | image-classificationImage Classification | CodeCode Available | 2 |
| The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks | May 24, 2017 | Image SegmentationSegmentation | CodeCode Available | 2 |
| Fully Convolutional Instance-aware Semantic Segmentation | Nov 23, 2016 | General ClassificationInstance Segmentation | CodeCode Available | 2 |
| Seg-Wild: Interactive Segmentation based on 3D Gaussian Splatting for Unconstrained Image Collections | Jul 10, 2025 | Interactive SegmentationSegmentation | CodeCode Available | 1 |
| RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models | Jul 8, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields | Jun 27, 2025 | Hyperspectral UnmixingMaterial Segmentation | CodeCode Available | 1 |
| Open-Vocabulary Camouflaged Object Segmentation with Cascaded Vision Language Models | Jun 24, 2025 | Camouflaged Object SegmentationSegmentation | CodeCode Available | 1 |
| TextBraTS: Text-Guided Volumetric Brain Tumor Segmentation with Innovative Dataset Development and Fusion Module Exploration | Jun 20, 2025 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| The Four Color Theorem for Cell Instance Segmentation | Jun 11, 2025 | Computational EfficiencyInstance Segmentation | CodeCode Available | 1 |
| MIRAGE: Multimodal foundation model and benchmark for comprehensive retinal OCT image analysis | Jun 10, 2025 | Segmentation | CodeCode Available | 1 |
| C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation | Jun 9, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds | Jun 9, 2025 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 |
| OpenMaskDINO3D : Reasoning 3D Segmentation via Large Language Model | Jun 5, 2025 | Instance SegmentationLanguage Modeling | CodeCode Available | 1 |
| Zero-Shot Tree Detection and Segmentation from Aerial Forest Imagery | Jun 3, 2025 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation | May 28, 2025 | image-classificationImage Classification | CodeCode Available | 1 |
| LangDAug: Langevin Data Augmentation for Multi-Source Domain Generalization in Medical Image Segmentation | May 26, 2025 | Data AugmentationDomain Generalization | CodeCode Available | 1 |
| How Do Images Align and Complement LiDAR? Towards a Harmonized Multi-modal 3D Panoptic Segmentation | May 25, 2025 | 3D Panoptic SegmentationData Augmentation | CodeCode Available | 1 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| OpenSeg-R: Improving Open-Vocabulary Segmentation via Step-by-Step Visual Reasoning | May 22, 2025 | Open Vocabulary Panoptic SegmentationOpen Vocabulary Semantic Segmentation | CodeCode Available | 1 |
| SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning | May 21, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| UWSAM: Segment Anything Model Guided Underwater Instance Segmentation and A Large-scale Benchmark Dataset | May 21, 2025 | Instance SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Unlocking the Power of SAM 2 for Few-Shot Segmentation | May 20, 2025 | SegmentationVideo Segmentation | CodeCode Available | 1 |
| DC-Seg: Disentangled Contrastive Learning for Brain Tumor Segmentation with Missing Modalities | May 17, 2025 | Brain Tumor SegmentationContrastive Learning | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking | May 13, 2025 | DiversityMamba | CodeCode Available | 1 |
| Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma | May 7, 2025 | Segmentationwhole slide images | CodeCode Available | 1 |
| Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation Map | May 6, 2025 | Dataset GenerationSegmentation | CodeCode Available | 1 |
| Panoramic Out-of-Distribution Segmentation | May 6, 2025 | DisentanglementDomain Generalization | CodeCode Available | 1 |
| Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic Segmentation | May 6, 2025 | Open Vocabulary Semantic SegmentationPrompt Engineering | CodeCode Available | 1 |
| Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models | May 5, 2025 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| Real Time Semantic Segmentation of High Resolution Automotive LiDAR Scans | Apr 30, 2025 | Autonomous VehiclesReal-Time Semantic Segmentation | CodeCode Available | 1 |
| SemanticSugarBeets: A Multi-Task Framework and Dataset for Inspecting Harvest and Storage Characteristics of Sugar Beets | Apr 23, 2025 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Learning from Noisy Pseudo-labels for All-Weather Land Cover Mapping | Apr 18, 2025 | AllImage Segmentation | CodeCode Available | 1 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 |
| PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation | Apr 15, 2025 | Foreground SegmentationImage Segmentation | CodeCode Available | 1 |
| Attention GhostUNet++: Enhanced Segmentation of Adipose Tissue and Liver in CT Images | Apr 14, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 |
| HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling | Apr 8, 2025 | DecoderGPU | CodeCode Available | 1 |
| Rip Current Segmentation: A Novel Benchmark and YOLOv8 Baseline Results | Apr 3, 2025 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| CellVTA: Enhancing Vision Foundation Models for Accurate Cell Segmentation and Classification | Apr 1, 2025 | Cell SegmentationInstance Segmentation | CodeCode Available | 1 |
| 3D Dental Model Segmentation with Geometrical Boundary Preserving | Mar 31, 2025 | Segmentation | CodeCode Available | 1 |
| BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation | Mar 30, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| Comprehensive segmentation of deep grey nuclei from structural MRI data | Mar 27, 2025 | Segmentation | CodeCode Available | 1 |
| The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs | Mar 25, 2025 | BenchmarkingScene Segmentation | CodeCode Available | 1 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention | Mar 20, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |