| One-Prompt to Segment All Medical Images | May 17, 2023 | AllImage Segmentation | CodeCode Available | 1 | 5 |
| TongueSAM: An Universal Tongue Segmentation Model Based on SAM with Zero-Shot | Aug 12, 2023 | DiagnosticInteractive Segmentation | CodeCode Available | 1 | 5 |
| Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation | Sep 4, 2024 | Dichotomous Image SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Primitive Generation and Semantic-related Alignment for Universal Zero-Shot Segmentation | Jun 19, 2023 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 1 | 5 |
| The Emergence of Objectness: Learning Zero-Shot Segmentation from Videos | Nov 11, 2021 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| PaintSeg: Training-free Segmentation via Painting | May 30, 2023 | Referring Image Matting (Prompt-based)Segmentation | CodeCode Available | 1 | 5 |
| SAM-UNet:Enhancing Zero-Shot Segmentation of SAM for Universal Medical Images | Aug 19, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| TV-SAM: Increasing Zero-Shot Segmentation Performance on Multimodal Medical Images Using GPT-4 Generated Descriptive Prompts Without Human Annotation | Feb 24, 2024 | DescriptiveLanguage Modeling | CodeCode Available | 1 | 5 |
| Extract Free Dense Labels from CLIP | Dec 2, 2021 | Novel ConceptsOpen Vocabulary Panoptic Segmentation | CodeCode Available | 1 | 5 |
| Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning | Dec 9, 2022 | Contrastive Learningimage-classification | CodeCode Available | 1 | 5 |
| Training-free Object Counting with Prompts | Jun 30, 2023 | ObjectObject Counting | CodeCode Available | 1 | 5 |
| MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for Echocardiography | Sep 24, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MeshSegmenter: Zero-Shot Mesh Semantic Segmentation via Texture Synthesis | Jul 18, 2024 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Open-vocabulary Object Segmentation with Diffusion Models | Jan 12, 2023 | Image SegmentationObject | CodeCode Available | 1 | 5 |
| Grounding Everything: Emerging Localization Properties in Vision-Language Transformers | Dec 1, 2023 | Image RetrievalObject Localization | CodeCode Available | 1 | 5 |
| COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training | Dec 2, 2024 | Self-Supervised LearningSemantic Segmentation | CodeCode Available | 1 | 5 |
| GeoSAM: Fine-tuning SAM with Multi-Modal Prompts for Mobility Infrastructure Segmentation | Nov 19, 2023 | Image SegmentationLarge Language Model | CodeCode Available | 1 | 5 |
| Context-aware Feature Generation for Zero-shot Semantic Segmentation | Aug 16, 2020 | SegmentationSemantic Segmentation | CodeCode Available | 1 | 5 |
| Segment Anything Model for Medical Images? | Apr 28, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation | Apr 25, 2023 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 1 | 5 |
| How to Efficiently Adapt Large Segmentation Model(SAM) to Medical Images | Jun 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large Model | Jan 11, 2024 | Image SegmentationPrompt Engineering | CodeCode Available | 1 | 5 |
| Compress Any Segment Anything Model (SAM) | Jul 11, 2025 | modelQuantization | CodeCode Available | 1 | 5 |
| Frenet-Serret Frame-based Decomposition for Part Segmentation of 3D Curvilinear Structures | Apr 19, 2024 | ARCSegmentation | CodeCode Available | 1 | 5 |
| Learning Mask-aware CLIP Representations for Zero-Shot Segmentation | Sep 30, 2023 | Open Vocabulary Semantic SegmentationZero Shot Segmentation | CodeCode Available | 1 | 5 |