Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Datasets/MIMIC-CXR

MIMIC-CXR

ImagesMedicalTextsIntroduced 2019-01-01

MIMIC-CXR from Massachusetts Institute of Technology presents 371,920 chest X-rays associated with 227,943 imaging studies from 65,079 patients. The studies were performed at Beth Israel Deaconess Medical Center in Boston, MA.

Source: Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification Image Source: https://arxiv.org/abs/1901.07042

Benchmarks

1 Image, 2*2 Stitchi/FID (RadDino)10-shot image generation/FID (RadDino)Image Generation/FID (RadDino)Medical Report Generation/BLEU-1 Medical Report Generation/BLEU-2 Medical Report Generation/BLEU-3 Medical Report Generation/BLEU-4 Medical Report Generation/CIDEr Medical Report Generation/Example-F1-14 Medical Report Generation/Example-Precision-14 Medical Report Generation/Example-Recall-14 Medical Report Generation/METEOR Medical Report Generation/Micro-F1-5 Medical Report Generation/Micro-Precision-5 Medical Report Generation/Micro-Recall-5 Medical Report Generation/ROUGE-L Medical Report Generation/F1 RadGraph Multi-Label Classification/Average AUC on 14 label Text-to-Image Generation/FID (RadDino)

Related Benchmarks

MIMIC-CXR, MIMIC-IV/Phenotype classification/AUROC MIMIC-CXR, MIMIC-IV/X-ray Visual Question Answering/F1-score MIMIC-CXR-LT/Few-Shot Image Classification/Balanced Accuracy MIMIC-CXR-LT/Generalized Few-Shot Classification/Balanced Accuracy MIMIC-CXR-LT/Generalized Few-Shot Learning/Balanced Accuracy MIMIC-CXR-LT/Image Classification/Balanced Accuracy MIMIC-CXR-LT/Long-tail Learning/Balanced Accuracy

Statistics

Papers: 240
Benchmarks: 19

Links

Tasks

1 Image, 2*2 Stitchi 10-shot image generation Conditional Text-to-Image Synthesis Image Generation Medical Report Generation Multi-Label Classification Text-to-Image Generation