| Name | Title | Modalities | Paper | Code |
|---|---|---|---|---|
| UniMedI | Unified Medical Image Pre-training in Language-Guided Common Semantic Space | CT, X-Ray, Text | ICLR'24 OpenReview | N/A |
| LVM-Med | LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching | MRI, CT, X-ray, Dermoscopy, Endoscope, Retinal Image, Ultrasound, Cell Image | NeurIPS'23 | Link |
| SAMv2 | SAMv2: A Unified Framework for Learning Appearance, Semantic and Cross-Modality Anatomical Embeddings | Radiology | arXiv(2023) | Link |
| GVSL | Geometric Visual Similarity Learning in 3D Medical Image Self-supervised Pre-training | CT, MR | CVPR'23 | link |
| MedKLIP | MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training for X-ray Diagnosis | X-Ray, Text | ICCV'23 | Link |
| LIMITR | LIMITR: Leveraging Local Information for Medical Image-Text Representation | X-Ray, Text | ICCV'23 | Link |
| Alice | Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis | CT | ICCV'23 | Link |
| PRIOR | PRIOR: Prototype Representation Joint Learning from Medical Images and Reports | Image, Text | ICCV'23 | Link |
| Med-VLP | Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts | Image, Text | ICCV'23 | Link |
| MRM | MRM: Masked Relation Modeling for Medical Image Pre-Training with Genetics | Image, Genetics | ICCV'23 | Link |
| M3AE | Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training | Image, Text | MICCAI'22 | Link |
| SAM | SAM: Self-Supervised Learning of Pixel-Wise Anatomical Embeddings in Radiological Images | Radiology | TMI(2022) | Link |