| Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation | May 30, 2023 | Machine TranslationSegmentation | CodeCode Available | 3 |
| Personalize Segment Anything Model with One Shot | May 4, 2023 | Image Generationmodel | CodeCode Available | 3 |
| Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation | Apr 25, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 |
| Segment Anything in 3D with Radiance Fields | Apr 24, 2023 | Inverse RenderingSegmentation | CodeCode Available | 3 |
| SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More | Apr 18, 2023 | General KnowledgeImage Segmentation | CodeCode Available | 3 |
| A Simple Framework for Open-Vocabulary Segmentation and Detection | Mar 14, 2023 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| Generalized Decoding for Pixel, Image, and Language | Dec 21, 2022 | DecoderImage Segmentation | CodeCode Available | 3 |
| OneFormer: One Transformer to Rule Universal Image Segmentation | Nov 10, 2022 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 3 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 |
| Vision Transformers: From Semantic Segmentation to Dense Prediction | Jul 19, 2022 | image-classificationImage Classification | CodeCode Available | 3 |
| XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model | Jul 14, 2022 | 2D Human Pose Estimation2D Object Detection | CodeCode Available | 3 |
| PETRv2: A Unified Framework for 3D Perception from Multi-Camera Images | Jun 2, 2022 | 3D Lane Detection3D Object Detection | CodeCode Available | 3 |
| UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation | Apr 1, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 3 |
| Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation | Mar 29, 2022 | Contrastive LearningSegmentation | CodeCode Available | 3 |
| Nuclei instance segmentation and classification in histopathology images with StarDist | Mar 3, 2022 | ClassificationInstance Segmentation | CodeCode Available | 3 |
| UNETR: Transformers for 3D Medical Image Segmentation | Mar 18, 2021 | 3D Medical Imaging SegmentationDecoder | CodeCode Available | 3 |
| MA-Net: A Multi-Scale Attention Network for Liver and Tumor Segmentation | Sep 21, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 3 |
| FDA: Fourier Domain Adaptation for Semantic Segmentation | Apr 11, 2020 | Domain AdaptationSegmentation | CodeCode Available | 3 |
| U-Net: Convolutional Networks for Biomedical Image Segmentation | May 18, 2015 | Cell SegmentationCell Tracking | CodeCode Available | 3 |
| Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation | Jul 15, 2025 | Image SegmentationSegmentation | CodeCode Available | 2 |
| Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning | Jun 27, 2025 | Foreground Segmentationobject-detection | CodeCode Available | 2 |
| Pre-Trained LLM is a Semantic-Aware and Generalizable Segmentation Booster | Jun 22, 2025 | DecoderImage Segmentation | CodeCode Available | 2 |
| Urban1960SatSeg: Unsupervised Semantic Segmentation of Mid-20^th century Urban Landscapes with Satellite Imageries | Jun 11, 2025 | SegmentationSelf-Supervised Learning | CodeCode Available | 2 |
| Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation | Jun 10, 2025 | FoveationImage Segmentation | CodeCode Available | 2 |