MRI brain Anatomy

Ola: Pushing the Frontiers of Omni-Modal Language Model with Progressive Modality Alignment paper: arxiv.org/abs/2502.04328 github: github.com/Ola-Omni/Ola

Prototype Contrastive Consistency Learning for Semi-Supervised Medical Image Segmentation paper: arxiv.org/abs/2502.06650 github: github.com/comphsh/PCCS

HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation paper: arxiv.org/abs/2502.09838 github: github.com/DCDmllm/Health…

Seeing the Trees for the Forest: Rethinking Weakly-Supervised Medical Visual Grounding paper : arxiv.org/abs/2505.15123

On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? paper: arxiv.org/abs/2505.15425

MedBridge: Bridging Foundation Vision-Language Models to Medical Image Diagnosis paper: arxiv.org/abs/2505.21698

Medical Large Vision Language Models with Multi-Image Visual Ability paper: arxiv.org/abs/2505.19031

CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image Segmentation paper: arxiv.org/abs/2505.18958 github: github.com/wujiong-hub/CD…

Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering paper: arxiv.org/abs/2505.18915 github: github.com/Schuture/DeepT…

TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image Segmentation paper: arxiv.org/abs/2505.18525 github: github.com/yhy-whu/TK-Mam…

Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning paper: arxiv.org/abs/2505.18503 github: github.com/Aofei-Chang/A3…

SAM-aware Test-time Adaptation for Universal Medical Image Segmentation paper: arxiv.org/abs/2506.05221

FEAT: Full-Dimensional Efficient Attention Transformer for Medical Video Generation paper: arxiv.org/abs/2506.04956 github: github.com/Yaziwel/FEAT

Medical World Model: Generative Simulation of Tumor Evolution for Treatment Planning paper: arxiv.org/abs/2506.02327 github: github.com/scott-yjyang/M…

HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models paper: arxiv.org/abs/2506.00805

iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object Detection paper: arxiv.org/abs/2506.00406

MMedAgent-RL: Optimizing Multi-Agent Collaboration for Multimodal Medical Reasoning paper: arxiv.org/abs/2506.00555

DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis? paper: arxiv.org/abs/2505.24173 github: github.com/Jerry-Boss/DrV…