| SAM3D: Segment Anything in 3D Scenes | Jun 6, 2023 | Segmentation | CodeCode Available | 3 | 5 |
| VISA: Reasoning Video Object Segmentation via Large Language Models | Jul 16, 2024 | DecoderObject | CodeCode Available | 3 | 5 |
| Nuclei instance segmentation and classification in histopathology images with StarDist | Mar 3, 2022 | ClassificationInstance Segmentation | CodeCode Available | 3 | 5 |
| nnInteractive: Redefining 3D Promptable Segmentation | Mar 11, 2025 | BenchmarkingInteractive Segmentation | CodeCode Available | 3 | 5 |
| EAFormer: Scene Text Segmentation with Edge-Aware Transformers | Jul 24, 2024 | DecoderSegmentation | CodeCode Available | 3 | 5 |
| No time to train! Training-Free Reference-Based Instance Segmentation | Jul 3, 2025 | Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection | CodeCode Available | 3 | 5 |
| Moving Object Segmentation: All You Need Is SAM (and Flow) | Apr 18, 2024 | AllMotion Segmentation | CodeCode Available | 3 | 5 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 | 5 |
| MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining | Mar 20, 2024 | Aerial Scene ClassificationBuilding change detection for remote sensing images | CodeCode Available | 3 | 5 |
| EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation | May 11, 2024 | Computational EfficiencyDecoder | CodeCode Available | 3 | 5 |
| OneFormer: One Transformer to Rule Universal Image Segmentation | Nov 10, 2022 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 | 5 |
| A Simple Framework for Open-Vocabulary Segmentation and Detection | Mar 14, 2023 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 | 5 |
| InstanSeg: an embedding-based instance segmentation algorithm optimized for accurate, efficient and portable cell segmentation | Aug 28, 2024 | Cell SegmentationGPU | CodeCode Available | 3 | 5 |
| Point-SAM: Promptable 3D Segmentation Model for Point Clouds | Jun 25, 2024 | Image SegmentationSegmentation | CodeCode Available | 3 | 5 |
| MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation | Sep 21, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 | 5 |
| Hi-SAM: Marrying Segment Anything Model for Hierarchical Text Segmentation | Jan 31, 2024 | Hierarchical Text Segmentationparameter-efficient fine-tuning | CodeCode Available | 3 | 5 |
| How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model | Apr 15, 2024 | DecoderImage Segmentation | CodeCode Available | 3 | 5 |
| GroundGrid:LiDAR Point Cloud Ground Segmentation and Terrain Estimation | May 24, 2024 | Autonomous VehiclesSegmentation | CodeCode Available | 3 | 5 |
| SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks | Nov 20, 2023 | DiversityImage Segmentation | CodeCode Available | 3 | 5 |
| Tracking Anything with Decoupled Video Segmentation | Sep 7, 2023 | Open-Vocabulary Video SegmentationOpen-World Video Segmentation | CodeCode Available | 3 | 5 |
| RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning | Sep 6, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 | 5 |
| Fully Convolutional Instance-aware Semantic Segmentation | Nov 23, 2016 | General ClassificationInstance Segmentation | CodeCode Available | 2 | 5 |
| From SAM to CAMs: Exploring Segment Anything Model for Weakly Supervised Semantic Segmentation | Jan 1, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
| FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation | Dec 7, 2023 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 2 | 5 |
| Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation | Jun 17, 2024 | DecoderSegmentation | CodeCode Available | 2 | 5 |
| A large annotated medical image dataset for the development and evaluation of segmentation algorithms | Feb 25, 2019 | BenchmarkingSegmentation | CodeCode Available | 2 | 5 |
| FusionVision: A comprehensive approach of 3D object reconstruction and segmentation from RGB-D cameras using YOLO and fast segment anything | Feb 29, 2024 | 3D Object ReconstructionInstance Segmentation | CodeCode Available | 2 | 5 |
| Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train | Jun 29, 2023 | SegmentationTransfer Learning | CodeCode Available | 2 | 5 |
| FOCUS: Towards Universal Foreground Segmentation | Jan 9, 2025 | Camouflaged Object SegmentationDefocus Blur Detection | CodeCode Available | 2 | 5 |
| FreeSOLO: Learning to Segment Objects without Annotations | Feb 24, 2022 | Instance Segmentationobject-detection | CodeCode Available | 2 | 5 |
| FocalClick: Towards Practical Interactive Image Segmentation | Apr 6, 2022 | Image SegmentationInteractive Segmentation | CodeCode Available | 2 | 5 |
| FM-Fusion: Instance-aware Semantic Mapping Boosted by Vision-Language Foundation Models | Feb 7, 2024 | Instance SegmentationObject | CodeCode Available | 2 | 5 |
| Focal Modulation Networks | Mar 22, 2022 | image-classificationImage Classification | CodeCode Available | 2 | 5 |
| FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis | Jun 3, 2024 | SegmentationTumor Segmentation | CodeCode Available | 2 | 5 |
| Fields of The World: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary Segmentation | Sep 24, 2024 | DiversityInstance Segmentation | CodeCode Available | 2 | 5 |
| FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation | Mar 8, 2024 | Federated LearningImage Segmentation | CodeCode Available | 2 | 5 |
| Find Any Part in 3D | Nov 20, 2024 | 3D Part SegmentationDiversity | CodeCode Available | 2 | 5 |
| AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation | Mar 29, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 | 5 |
| FEC: Fast Euclidean Clustering for Point Cloud Segmentation | Aug 16, 2022 | ClusteringInstance Segmentation | CodeCode Available | 2 | 5 |
| Find First, Track Next: Decoupling Identification and Propagation in Referring Video Object Segmentation | Mar 5, 2025 | ObjectReferring Video Object Segmentation | CodeCode Available | 2 | 5 |
| Fast Online Object Tracking and Segmentation: A Unifying Approach | Dec 12, 2018 | ObjectObject Tracking | CodeCode Available | 2 | 5 |
| FastInst: A Simple Query-Based Model for Real-Time Instance Segmentation | Mar 15, 2023 | DecoderInstance Segmentation | CodeCode Available | 2 | 5 |
| FastSurfer-HypVINN: Automated sub-segmentation of the hypothalamus and adjacent structures on high-resolutional brain MRI | Aug 24, 2023 | GPUSegmentation | CodeCode Available | 2 | 5 |
| FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation | Jan 1, 2024 | Action SegmentationSegmentation | CodeCode Available | 2 | 5 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 | 5 |
| F-LMM: Grounding Frozen Large Multimodal Models | Jun 9, 2024 | General KnowledgeInstruction Following | CodeCode Available | 2 | 5 |
| Generalized Few-Shot Meets Remote Sensing: Discovering Novel Classes in Land Cover Mapping via Hybrid Semantic Segmentation Framework | Apr 19, 2024 | Earth ObservationSegmentation | CodeCode Available | 2 | 5 |
| Efficient Video Object Segmentation via Modulated Cross-Attention Memory | Mar 26, 2024 | GPUObject | CodeCode Available | 2 | 5 |
| UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery | Sep 18, 2021 | Change DetectionDecoder | CodeCode Available | 2 | 5 |
| EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation | Sep 26, 2024 | Image SegmentationMamba | CodeCode Available | 2 | 5 |
