| Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle | Dec 2, 2024 | Human Instance SegmentationPose-Based Human Instance Segmentation | CodeCode Available | 3 |
| Tracking Anything with Decoupled Video Segmentation | Sep 7, 2023 | Open-Vocabulary Video SegmentationOpen-World Video Segmentation | CodeCode Available | 3 |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation | Apr 5, 2024 | DecoderMamba | CodeCode Available | 3 |
| SMITE: Segment Me In TimE | Oct 24, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 3 |
| UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface | Mar 3, 2025 | Instance SegmentationReasoning Segmentation | CodeCode Available | 3 |
| Segment Anything Meets Point Tracking | Jul 3, 2023 | Interactive Video Object SegmentationObject | CodeCode Available | 3 |
| SGS-SLAM: Semantic Gaussian Splatting For Neural Dense SLAM | Feb 5, 2024 | 3D Semantic SegmentationCamera Pose Estimation | CodeCode Available | 3 |
| Segment Anything in 3D with Radiance Fields | Apr 24, 2023 | Inverse RenderingSegmentation | CodeCode Available | 3 |
| Segment Anything without Supervision | Jun 28, 2024 | ClusteringImage Segmentation | CodeCode Available | 3 |
| ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features | Feb 6, 2025 | Image SegmentationSegmentation | CodeCode Available | 3 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | CodeCode Available | 3 |
| Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline | Jan 1, 2024 | Crowd Countingobject-detection | CodeCode Available | 3 |
| SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More | Apr 18, 2023 | General KnowledgeImage Segmentation | CodeCode Available | 3 |
| SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners | Aug 29, 2024 | Segmentation | CodeCode Available | 3 |
| SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation | Aug 16, 2024 | Image SegmentationMarine Animal Segmentation | CodeCode Available | 3 |
| SAM-Med2D | Aug 30, 2023 | DecoderImage Segmentation | CodeCode Available | 3 |
| SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation | Apr 15, 2024 | Brain Tumor SegmentationDecoder | CodeCode Available | 3 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| Rethinking the Evaluation of Visible and Infrared Image Fusion | Oct 9, 2024 | object-detectionObject Detection | CodeCode Available | 3 |
| RAP-SAM: Towards Real-Time All-Purpose Segment Anything | Jan 18, 2024 | AllDecoder | CodeCode Available | 3 |
| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | CodeCode Available | 3 |
| Putting the Object Back into Video Object Segmentation | Oct 19, 2023 | ObjectSegmentation | CodeCode Available | 3 |
| PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images | Jun 2, 2022 | 3D Lane Detection3D Object Detection | CodeCode Available | 3 |
| Personalize Segment Anything Model with One Shot | May 4, 2023 | Image Generationmodel | CodeCode Available | 3 |
| pix2gestalt: Amodal Segmentation by Synthesizing Wholes | Jan 25, 2024 | 3D ReconstructionObject Recognition | CodeCode Available | 3 |
| OneFormer: One Transformer to Rule Universal Image Segmentation | Nov 10, 2022 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 |
| 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 |
| Nuclei instance segmentation and classification in histopathology images with StarDist | Mar 3, 2022 | ClassificationInstance Segmentation | CodeCode Available | 3 |
| Moving Object Segmentation: All You Need Is SAM (and Flow) | Apr 18, 2024 | AllMotion Segmentation | CodeCode Available | 3 |
| Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation | Mar 29, 2022 | Contrastive LearningSegmentation | CodeCode Available | 3 |
| 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 |
| Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2 | Aug 3, 2024 | DiversitySegmentation | CodeCode Available | 3 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| nnInteractive: Redefining 3D Promptable Segmentation | Mar 11, 2025 | BenchmarkingInteractive Segmentation | CodeCode Available | 3 |
| MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation | Sep 21, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 |
| Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline | Nov 19, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 3 |
| A Simple Framework for Open-Vocabulary Segmentation and Detection | Mar 14, 2023 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 |
| Point-SAM: Promptable 3D Segmentation Model for Point Clouds | Jun 25, 2024 | Image SegmentationSegmentation | CodeCode Available | 3 |
| PSALM: Pixelwise SegmentAtion with Large Multi-Modal Model | Mar 21, 2024 | DecoderGeneralized Referring Expression Segmentation | CodeCode Available | 3 |
| Hi-SAM: Marrying Segment Anything Model for Hierarchical Text Segmentation | Jan 31, 2024 | Hierarchical Text Segmentationparameter-efficient fine-tuning | CodeCode Available | 3 |
| 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 |
| InstanSeg: an embedding-based instance segmentation algorithm optimized for accurate, efficient and portable cell segmentation | Aug 28, 2024 | Cell SegmentationGPU | CodeCode Available | 3 |
| Rethinking Evaluation Metrics of Open-Vocabulary Segmentaion | Nov 6, 2023 | Segmentation | CodeCode Available | 3 |
| Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation | Apr 25, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 |
| SAM3D: Segment Anything in 3D Scenes | Jun 6, 2023 | Segmentation | CodeCode Available | 3 |
| SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks | Nov 20, 2023 | DiversityImage Segmentation | CodeCode Available | 3 |
| Generalized Decoding for Pixel, Image, and Language | Dec 21, 2022 | DecoderImage Segmentation | CodeCode Available | 3 |
| FDA: Fourier Domain Adaptation for Semantic Segmentation | Apr 11, 2020 | Domain AdaptationSegmentation | CodeCode Available | 3 |
