| LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation | Apr 7, 2024 | Computational EfficiencyImage 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 |
| LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning | Apr 12, 2024 | Image SegmentationLanguage Modeling | CodeCode Available | 2 | 5 |
| FreeSOLO: Learning to Segment Objects without Annotations | Feb 24, 2022 | Instance Segmentationobject-detection | CodeCode Available | 2 | 5 |
| Dynamic Snake Convolution based on Topological Geometric Constraints for Tubular Structure Segmentation | Jul 17, 2023 | SegmentationSpecificity | CodeCode Available | 2 | 5 |
| Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale Dataset | Jun 10, 2024 | Instance SegmentationSalient Object Detection | CodeCode Available | 2 | 5 |
| DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation | Mar 24, 2025 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 | 5 |
| Masked-attention Mask Transformer for Universal Image Segmentation | Dec 2, 2021 | 2D Semantic SegmentationImage Segmentation | CodeCode Available | 2 | 5 |
| Masked Generative Distillation | May 3, 2022 | image-classificationImage Classification | CodeCode Available | 2 | 5 |
| Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching | May 22, 2023 | AllFew-Shot Semantic Segmentation | CodeCode Available | 2 | 5 |
| 3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation | Sep 29, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 | 5 |
| MCIBI++: Soft Mining Contextual Information Beyond Image for Semantic Segmentation | Sep 9, 2022 | SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
| MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation | Mar 29, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 | 5 |
| A Multi-objective Optimization Benchmark Test Suite for Real-time Semantic Segmentation | Apr 25, 2024 | Autonomous DrivingEvolutionary Algorithms | CodeCode Available | 2 | 5 |
| Scalable Video Object Segmentation with Identification Mechanism | Mar 22, 2022 | ObjectSegmentation | CodeCode Available | 2 | 5 |
| Diversified and Personalized Multi-rater Medical Image Segmentation | Mar 20, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 | 5 |
| EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation | Mar 3, 2024 | ObjectRepresentation Learning | CodeCode Available | 2 | 5 |
| Memorize What Matters: Emergent Scene Decomposition from Multitraverse | May 27, 2024 | 3D ReconstructionNeural Rendering | CodeCode Available | 2 | 5 |
| MemSAM: Taming Segment Anything Model for Echocardiography Video Segmentation | Jan 1, 2024 | SegmentationVideo Segmentation | CodeCode Available | 2 | 5 |
| DiffusionInst: Diffusion Model for Instance Segmentation | Dec 6, 2022 | DenoisingInstance Segmentation | CodeCode Available | 2 | 5 |
| MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions | Aug 16, 2023 | Motion Expressions Guided Video SegmentationObject | CodeCode Available | 2 | 5 |
| Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusion | Aug 23, 2023 | SegmentationSemantic Segmentation | CodeCode Available | 2 | 5 |
| Dilated Neighborhood Attention Transformer | Sep 29, 2022 | Image ClassificationInstance Segmentation | CodeCode Available | 2 | 5 |
| A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation | Sep 7, 2023 | Organ SegmentationSegmentation | CodeCode Available | 2 | 5 |
| DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion | Mar 9, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 | 5 |
