| 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 |
| nnInteractive: Redefining 3D Promptable Segmentation | Mar 11, 2025 | BenchmarkingInteractive Segmentation | CodeCode Available | 3 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | 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 |
| ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features | Feb 6, 2025 | Image SegmentationSegmentation | CodeCode Available | 3 |
| VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging | Jan 1, 2025 | Interactive SegmentationSegmentation | CodeCode Available | 3 |
| 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 |
| Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline | Nov 19, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 3 |
| ZIM: Zero-Shot Image Matting for Anything | Nov 1, 2024 | Image InpaintingImage Matting | CodeCode Available | 3 |
| SMITE: Segment Me In TimE | Oct 24, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 3 |
| Rethinking the Evaluation of Visible and Infrared Image Fusion | Oct 9, 2024 | object-detectionObject Detection | CodeCode Available | 3 |
| SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners | Aug 29, 2024 | 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 |
| SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation | Aug 16, 2024 | Image SegmentationMarine Animal Segmentation | CodeCode Available | 3 |
| 5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks | Aug 15, 2024 | image-classificationImage Classification | CodeCode Available | 3 |
| Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2 | Aug 3, 2024 | DiversitySegmentation | CodeCode Available | 3 |
| EAFormer: Scene Text Segmentation with Edge-Aware Transformers | Jul 24, 2024 | DecoderSegmentation | CodeCode Available | 3 |
| VISA: Reasoning Video Object Segmentation via Large Language Models | Jul 16, 2024 | DecoderObject | CodeCode Available | 3 |
| xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart | Jul 1, 2024 | 3D Medical Imaging Segmentationimage-classification | CodeCode Available | 3 |
| EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model | Jun 28, 2024 | Interactive SegmentationLanguage Modeling | CodeCode Available | 3 |
| Segment Anything without Supervision | Jun 28, 2024 | ClusteringImage Segmentation | CodeCode Available | 3 |
| Point-SAM: Promptable 3D Segmentation Model for Point Clouds | Jun 25, 2024 | Image SegmentationSegmentation | CodeCode Available | 3 |
| RobustSAM: Segment Anything Robustly on Degraded Images | Jun 13, 2024 | DeblurringImage Dehazing | 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 |
| GroundGrid:LiDAR Point Cloud Ground Segmentation and Terrain Estimation | May 24, 2024 | Autonomous VehiclesSegmentation | CodeCode Available | 3 |
