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CheXpert

Introduced by Jeremy Irvin et al. in CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison1 Jan 2019 archive 2025-07-28

The CheXpert dataset contains 224,316 chest radiographs of 65,240 patients with both frontal and lateral views available. The task is to do automated chest x-ray interpretation, featuring uncertainty labels and radiologist-labeled reference standard evaluation sets.

Source: Deep Mining External Imperfect Data for Chest X-ray Disease Screening Image Source: https://stanfordmlgroup.github.io/competitions/chexpert/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Multi-Label Classification CheXpert CFT (ensemble) Macao Polytechnic University AVERAGE AUC ON 14 LABEL 0.933 Category-Wise Fine-Tuning for Image Multi-label... maxium0526/category-wise-fine-tuning +1 226 Compare
Concept-based Classification CheXpert CGEM (ResNet-34) Task Accuracy (%) 89.25 Concept Graph Embedding Models for Enhanced Accuracy and... jumpsnack/cgem 1 Compare
Medical Image Deblurring ChexPert MedDeblur Average PSNR 28.09 MedDeblur: Medical Image Deblurring with Residual Dense... sharif-apu/MedDeblur 1 Compare

Papers archive 2025-07-28

10 shown of 10 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 628. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Concept Graph Embedding Models for Enhanced Accuracy and Interpretability 1 1 13 Aug 2024 not harvested
Masks and Manuscripts: Advancing Medical Pre-training with End-to-End Masking and Narrative Structuring 0 1 23 Jul 2024 not harvested
Category-Wise Fine-Tuning for Image Multi-label Classification with Partial Labels 2 2 27 Nov 2023 not harvested
MedDeblur: Medical Image Deblurring with Residual Dense Spatial-Asymmetric Attention 1 1 27 Dec 2022 not harvested
Image Projective Transformation Rectification with Synthetic Data for Smartphone-captured Chest X-ray Photos Classification 1 3 12 Oct 2022 not harvested
Anatomy-XNet: An Anatomy Aware Convolutional Neural Network for Thoracic Disease Classification in Chest X-rays 0 2 10 Jun 2021 not harvested
Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification 4 1 6 Dec 2020 not harvested
CheXclusion: Fairness gaps in deep chest X-ray classifiers 1 1 14 Feb 2020 not harvested
Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels 2 2 15 Nov 2019 not harvested
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison 12 1 21 Jan 2019 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)

Dataset loaders archive 2025-07-28

www.tensorflow.org/datasets/catalog/chexperttensorflow/datasetstfjax

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Multi-Label ClassificationConcept-based Classification

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

ImagesMedical

Languages archive 2025-07-28

EnglishKorean

Variants archive 2025-07-28

  • CheXpert

1 variant name, as the archive lists them.

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