| OMG-Seg: Is One Model Good Enough For All Segmentation? | Jan 18, 2024 | AllDecoder | CodeCode Available | 5 |
| Open-Vocabulary SAM: Segment and Recognize Twenty-thousand Classes Interactively | Jan 5, 2024 | image-classificationImage Classification | CodeCode Available | 5 |
| SAMPart3D: Segment Any Part in 3D Objects | Nov 11, 2024 | 3D Generation3D Part Segmentation | CodeCode Available | 4 |
| Medical SAM 2: Segment medical images as video via Segment Anything Model 2 | Aug 1, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 4 |
| Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V | Oct 17, 2023 | Interactive SegmentationReferring Expression | CodeCode Available | 4 |
| nnInteractive: Redefining 3D Promptable Segmentation | Mar 11, 2025 | BenchmarkingInteractive Segmentation | CodeCode Available | 3 |
| VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging | Jan 1, 2025 | Interactive SegmentationSegmentation | CodeCode Available | 3 |
| Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline | Nov 19, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 3 |
| EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model | Jun 28, 2024 | Interactive SegmentationLanguage Modeling | CodeCode Available | 3 |
| VISTA3D: Versatile Imaging SegmenTation and Annotation model for 3D Computed Tomography | Jun 7, 2024 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 3 |
| RAP-SAM: Towards Real-Time All-Purpose Segment Anything | Jan 18, 2024 | AllDecoder | CodeCode Available | 3 |
| SAM-Med2D | Aug 30, 2023 | DecoderImage Segmentation | CodeCode Available | 3 |
| ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object | Mar 15, 2025 | Domain AdaptationInteractive Segmentation | CodeCode Available | 2 |
| SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories | Mar 11, 2025 | Decision MakingInteractive Segmentation | CodeCode Available | 2 |
| SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories | Mar 11, 2025 | Decision MakingInteractive Segmentation | CodeCode Available | 2 |
| Segment Anything for Histopathology | Feb 1, 2025 | Image SegmentationInstance Segmentation | CodeCode Available | 2 |
| Interactive4D: Interactive 4D LiDAR Segmentation | Oct 10, 2024 | Interactive SegmentationSegmentation | CodeCode Available | 2 |
| Towards Natural Image Matting in the Wild via Real-Scenario Prior | Oct 9, 2024 | DecoderImage Matting | CodeCode Available | 2 |
| Image Segmentation in Foundation Model Era: A Survey | Aug 23, 2024 | Image SegmentationInstance Segmentation | CodeCode Available | 2 |
| GraCo: Granularity-Controllable Interactive Segmentation | May 1, 2024 | Interactive SegmentationSegmentation | CodeCode Available | 2 |
| Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse Prompts | Mar 31, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 2 |
| A Simple Latent Diffusion Approach for Panoptic Segmentation and Mask Inpainting | Jan 18, 2024 | Instance SegmentationInteractive Segmentation | CodeCode Available | 2 |
| Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts | Jan 1, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 2 |
| One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts | Dec 28, 2023 | AllAnatomy | CodeCode Available | 2 |
| ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image | Dec 12, 2023 | Image SegmentationInteractive Segmentation | CodeCode Available | 2 |
| Adapting Segment Anything Model for Change Detection in HR Remote Sensing Images | Sep 4, 2023 | Change DetectionInteractive Segmentation | CodeCode Available | 2 |
| DeepEdit: Deep Editable Learning for Interactive Segmentation of 3D Medical Images | May 18, 2023 | Active LearningDiagnostic | CodeCode Available | 2 |
| SimpleClick: Interactive Image Segmentation with Simple Vision Transformers | Oct 20, 2022 | Image SegmentationInteractive Segmentation | CodeCode Available | 2 |
| FocalClick: Towards Practical Interactive Image Segmentation | Apr 6, 2022 | Image SegmentationInteractive 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 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 |
| MedicoSAM: Towards foundation models for medical image segmentation | Jan 20, 2025 | Image SegmentationInteractive Segmentation | CodeCode Available | 1 |
| TSGaussian: Semantic and Depth-Guided Target-Specific Gaussian Splatting from Sparse Views | Dec 13, 2024 | Interactive SegmentationNovel View Synthesis | CodeCode Available | 1 |
| RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation | Oct 15, 2024 | BenchmarkingInteractive Segmentation | CodeCode Available | 1 |
| UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation | Oct 13, 2024 | AllBilevel Optimization | CodeCode Available | 1 |
| ClickAttention: Click Region Similarity Guided Interactive Segmentation | Aug 12, 2024 | Interactive Segmentation | CodeCode Available | 1 |
| PRISM Lite: A lightweight model for interactive 3D placenta segmentation in ultrasound | Aug 9, 2024 | Interactive SegmentationPlacenta Segmentation | CodeCode Available | 1 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 |
| Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound images | Jul 10, 2024 | Interactive SegmentationPlacenta Segmentation | CodeCode Available | 1 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 |
| FIRM: Flexible Interactive Reflection reMoval | Jun 3, 2024 | Interactive SegmentationReflection Removal | CodeCode Available | 1 |
| FocSAM: Delving Deeply into Focused Objects in Segmenting Anything | May 29, 2024 | DecoderInteractive Segmentation | CodeCode Available | 1 |
| MFP: Making Full Use of Probability Maps for Interactive Image Segmentation | Apr 29, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 1 |
| PRISM: A Promptable and Robust Interactive Segmentation Model with Visual Prompts | Apr 23, 2024 | Interactive SegmentationPrompt Engineering | CodeCode Available | 1 |
| Clustering Propagation for Universal Medical Image Segmentation | Mar 25, 2024 | ClusteringImage Segmentation | CodeCode Available | 1 |
| Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans | Mar 22, 2024 | GPUImage Segmentation | CodeCode Available | 1 |
| SAMBA: A Trainable Segmentation Web-App with Smart Labelling | Dec 7, 2023 | Interactive SegmentationSegmentation | CodeCode Available | 1 |
| Sliding Window FastEdit: A Framework for Lesion Annotation in Whole-body PET Images | Nov 24, 2023 | Interactive SegmentationSegmentation | CodeCode Available | 1 |
| TongueSAM: An Universal Tongue Segmentation Model Based on SAM with Zero-Shot | Aug 12, 2023 | DiagnosticInteractive Segmentation | CodeCode Available | 1 |
| PVPUFormer: Probabilistic Visual Prompt Unified Transformer for Interactive Image Segmentation | Jun 11, 2023 | Image SegmentationInteractive Segmentation | CodeCode Available | 1 |