Article

GPT-4V exhibits human-like performance in biomedical image classification

2024-02-22

Abstract excerpt

<title>Abstract</title> <p>We demonstrate that GPT-4V(ision), a large multimodal model, exhibits strong one-shot learning ability, generalizability, and natural language interpretability in various biomedical image classification tasks, including classifying cell types, tissues, cell states, and disease status. Such features resemble human-like performance and distinguish GPT-4V from conventional image classifica...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: b27b7fc8-4cfe-5bba-a1de-290c954deb26
DOI: 10.21203/rs.3.rs-3826740/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

GPT-4V exhibits human-like performance in biomedical image classificationDOI 10.21203/rs.3.rs-3826740/v1Read

Assessing large multimodal models for one-shot learning and interpretability in biomedical image classificationSemantic proximity Read

Comparative Analysis of GPT-4Vision, GPT-4 and Open Source LLMs in Clinical Diagnostic Accuracy: A Benchmark Against Human ExpertiseSemantic proximity Read

Domain specific models outperform large vision language models on cytomorphology tasksSemantic proximity Read

Merlin: A Vision Language Foundation Model for 3D Computed TomographySemantic proximity Read

Quantifying Interpretation Reproducibility in Vision Transformer Models with TAVACSemantic proximity Read

A Versatile Foundation Model for AI-enabled Mammogram InterpretationSemantic proximity Read

MammoVQA: A Benchmark for Breast Cancer Screening and Diagnosis in Mammogram Visual Question AnsweringSemantic proximity Read

A Vision-Language Foundation Model for Zero-shot Clinical Collaboration and Automated Concept Discovery in DermatologySemantic proximity Read

Large-vocabulary forensic pathological analyses via prototypical cross-modal contrastive learningSemantic proximity Read

Health system learning achieves generalist neuroimaging modelsSemantic proximity Read

Assessing GPT-4 Multimodal Performance in Radiological Image AnalysisSemantic proximity Read

X-QSViT: Explainable Quantum-Self-Supervised Vision Transformer for Lung ClassificationSemantic proximity Read