MultiViewDx: Evidence-Linked Multi-View Clinical Diagnosis

arXiv:2410.14948 · cs.CL, cs.CV · Submitted 2024-10-19 · Read on arXiv

cs.CL, cs.CV

Submitted: 2024-10-19

Updated: 2026-09-24

Code: https://github.com/believewhat/SemiHVision

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 46× in this paper · explained in 2 episodes
• Accuracy — 21× in this paper · explained in 1 episode
• Fine-Tuning — 11× in this paper · explained in 5 episodes
• Instruction Tuning — 10× in this paper · explained in 2 episodes
• Hallucination — 6× in this paper · explained in 3 episodes
• Foundation Model — 3× in this paper · explained in 3 episodes
• Multimodal Dataset — 3× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Foundation Models — 2× in this paper · explained in 7 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Unified Medical Language System — 2× in this paper
• Ablation — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Few-Shot Learning — 1× in this paper · explained in 4 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• POSTERIOR REVERSIBLE ENCEPHALOPATHY SYNDROME — 1× in this paper

Sources

• Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond
• HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
• MEDITRON-70B: Scaling Medical Pretraining for Large Language Models
• Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data
• PaLM-E: An Embodied Multimodal Language Model
• The Llama 3 Herd of Models
• PathVQA: 30000+ Questions for Medical Visual Question Answering
• Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine
• MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs
• Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs
• Llama 2: Open Foundation and Fine-Tuned Chat Models
• Med-HALT: Medical Domain Hallucination Test for Large Language Models
• Capabilities of Gemini Models in Medicine
• Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data
• MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
• Multimodal ChatGPT for Medical Applications: an Experimental Study of GPT-4V
• Yi: Open Foundation Models by 01.AI
• RadGenome-Chest CT: A Grounded Vision-Language Dataset for Chest CT Analysis
• PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

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