| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 | 5 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 | 5 |
| Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation | Mar 29, 2022 | Contrastive LearningSegmentation | CodeCode Available | 3 | 5 |
| Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation | Apr 25, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 | 5 |
| A Simple Framework for Open-Vocabulary Segmentation and Detection | Mar 14, 2023 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 | 5 |
| SMITE: Segment Me In TimE | Oct 24, 2024 | SegmentationSemantic Segmentation | CodeCode Available | 3 | 5 |
| 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 | 5 |
| MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation | Sep 21, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 | 5 |
| 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 | 5 |
| Tracking Anything with Decoupled Video Segmentation | Sep 7, 2023 | Open-Vocabulary Video SegmentationOpen-World Video Segmentation | CodeCode Available | 3 | 5 |
| Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline | Nov 19, 2024 | Image SegmentationInteractive Segmentation | CodeCode Available | 3 | 5 |
| 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 | 5 |
| InstanSeg: an embedding-based instance segmentation algorithm optimized for accurate, efficient and portable cell segmentation | Aug 28, 2024 | Cell SegmentationGPU | CodeCode Available | 3 | 5 |
| VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation | Aug 28, 2023 | Instance SegmentationOptical Flow Estimation | CodeCode Available | 3 | 5 |
| GroundGrid:LiDAR Point Cloud Ground Segmentation and Terrain Estimation | May 24, 2024 | Autonomous VehiclesSegmentation | CodeCode Available | 3 | 5 |
| FDA: Fourier Domain Adaptation for Semantic Segmentation | Apr 11, 2020 | Domain AdaptationSegmentation | CodeCode Available | 3 | 5 |
| Generalized Decoding for Pixel, Image, and Language | Dec 21, 2022 | DecoderImage Segmentation | CodeCode Available | 3 | 5 |
| EAFormer: Scene Text Segmentation with Edge-Aware Transformers | Jul 24, 2024 | DecoderSegmentation | CodeCode Available | 3 | 5 |
| Hi-SAM: Marrying Segment Anything Model for Hierarchical Text Segmentation | Jan 31, 2024 | Hierarchical Text Segmentationparameter-efficient fine-tuning | CodeCode Available | 3 | 5 |
| Nuclei instance segmentation and classification in histopathology images with StarDist | Mar 3, 2022 | ClassificationInstance Segmentation | CodeCode Available | 3 | 5 |
| ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation | Jul 19, 2024 | DecoderImage Segmentation | CodeCode Available | 2 | 5 |
| EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation | Sep 26, 2024 | Image SegmentationMamba | CodeCode Available | 2 | 5 |
| FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation | Jan 1, 2024 | Action SegmentationSegmentation | CodeCode Available | 2 | 5 |
| Efficient Video Object Segmentation via Modulated Cross-Attention Memory | Mar 26, 2024 | GPUObject | CodeCode Available | 2 | 5 |
| UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery | Sep 18, 2021 | Change DetectionDecoder | CodeCode Available | 2 | 5 |
