SOTAVerified

Medical Diagnosis

Medical Diagnosis is the process of identifying the disease a patient is affected by, based on the assessment of specific risk factors, signs, symptoms and results of exams.

Source: A probabilistic network for the diagnosis of acute cardiopulmonary diseases

Papers

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Showing 1–50 of 714 papers

TitleStatusHype
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain KnowledgeCode4
INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual LearningCode3
MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-MakingCode3
Reasoning with Language Model Prompting: A SurveyCode3
MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic WorkflowCode2
A Comprehensive Survey on Evidential Deep Learning and Its ApplicationsCode2
CoD, Towards an Interpretable Medical Agent using Chain of DiagnosisCode2
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language ModelsCode2
MedCalc-Bench: Evaluating Large Language Models for Medical CalculationsCode2
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist CollaborationCode2
MedPromptX: Grounded Multimodal Prompting for Chest X-ray DiagnosisCode2
Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in Large Language ModelsCode2
A Survey of Reasoning with Foundation ModelsCode2
Evaluating AI systems under uncertain ground truth: a case study in dermatologyCode2
Large AI Models in Health Informatics: Applications, Challenges, and the FutureCode2
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image SegmentationCode2
MedViT: A Robust Vision Transformer for Generalized Medical Image ClassificationCode2
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pixCode2
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized CollaborationCode1
MedCaseReasoning: Evaluating and learning diagnostic reasoning from clinical case reportsCode1
SilVar-Med: A Speech-Driven Visual Language Model for Explainable Abnormality Detection in Medical ImagingCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
Secure On-Device Video OOD Detection Without BackpropagationCode1
UnPuzzle: A Unified Framework for Pathology Image AnalysisCode1
HistoSmith: Single-Stage Histology Image-Label Generation via Conditional Latent Diffusion for Enhanced Cell Segmentation and ClassificationCode1
AD-LLM: Benchmarking Large Language Models for Anomaly DetectionCode1
CardioLab: Laboratory Values Estimation and Monitoring from Electrocardiogram Signals -- A Multimodal Deep Learning ApproachCode1
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantificationCode1
Belief in the Machine: Investigating Epistemological Blind Spots of Language ModelsCode1
Multi-task Heterogeneous Graph Learning on Electronic Health RecordsCode1
STLLaVA-Med: Self-Training Large Language and Vision Assistant for Medical Question-AnsweringCode1
A Lung Nodule Dataset with Histopathology-based Cancer Type AnnotationCode1
Enhancing Dropout-based Bayesian Neural Networks with Multi-Exit on FPGACode1
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQACode1
DP-MDM: Detail-Preserving MR Reconstruction via Multiple Diffusion ModelsCode1
Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical DiagnosisCode1
RareBench: Can LLMs Serve as Rare Diseases Specialists?Code1
Uncertainty Quantification on Clinical Trial Outcome PredictionCode1
Plug-and-Play Regularization on Magnitude with Deep Priors for 3D Near-Field MIMO ImagingCode1
How Well Does GPT-4V(ision) Adapt to Distribution Shifts? A Preliminary InvestigationCode1
Generating Progressive Images from Pathological Transitions via Diffusion ModelCode1
Gradient-Map-Guided Adaptive Domain Generalization for Cross Modality MRI SegmentationCode1
A Two-Stage Generative Model with CycleGAN and Joint Diffusion for MRI-based Brain Tumor DetectionCode1
Towards Calibrated Robust Fine-Tuning of Vision-Language ModelsCode1
Electrical Impedance Tomography: A Fair Comparative Study on Deep Learning and Analytic-based ApproachesCode1
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
Can GPT-4V(ision) Serve Medical Applications? Case Studies on GPT-4V for Multimodal Medical DiagnosisCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image AnalysisCode1
BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DenseNet-161Average Precision0.74—Unverified