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Datasets › LIDC-IDRI

LIDC-IDRI

Introduced in The lung image database consortium (LIDC) and image database resource initiative (IDRI): a completed reference database of lung nodules on CT scans archive 2025-07-28

The LIDC-IDRI dataset contains lesion annotations from four experienced thoracic radiologists. LIDC-IDRI contains 1,018 low-dose lung CTs from 1010 lung patients.

Source: A 3D Probabilistic Deep Learning System for Detection and Diagnosis of Lung Cancer Using Low-Dose CT Scans Image Source: https://thesai.org/Publications/ViewPaper?Volume=8&Issue=10&Code=IJACSA&SerialNo=15

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 6 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
Lung Nodule Classification LIDC-IDRI ProCAN Accuracy 94.11 ProCAN: Progressive Growing Channel Attentive Non-Local... — 8 Compare
Lung Nodule Segmentation LIDC-IDRI ModelGenesis IoU 77.62 Models Genesis: Generic Autodidactic Models for 3D... MrGiovanni/ModelsGenesis +1 2 Compare
Lung Nodule 3D Classification LIDC-IDRI I3DR-Net AUC 81.84 Lung nodule detection and classification from Thorax... ivanwilliammd/I3DR-Net-Transfer-Learning 1 Compare
Lung Nodule 3D Detection LIDC-IDRI I3DR-Net AUC 81.84 Lung nodule detection and classification from Thorax... ivanwilliammd/I3DR-Net-Transfer-Learning 1 Compare
Lung Nodule Detection LIDC-IDRI I3DR-Net AUC 81.84 Lung nodule detection and classification from Thorax... ivanwilliammd/I3DR-Net-Transfer-Learning 1 Compare
Neural Architecture Search LIDC-IDRI NASLung (ours) F1 score 0.8929 Learning Efficient, Explainable and Discriminative... fei-hdu/NAS-Lung 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 240. 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
Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 1 1 24 Nov 2024 not harvested
Variational Autoencoders for Feature Exploration and Malignancy Prediction of Lung Lesions 1 1 27 Nov 2023 not harvested
Learning Efficient, Explainable and Discriminative Representations for Pulmonary Nodules Classification 1 2 19 Jan 2021 not harvested
ProCAN: Progressive Growing Channel Attentive Non-Local Network for Lung Nodule Classification 0 1 29 Oct 2020 not harvested
Learning Semantics-enriched Representation via Self-discovery, Self-classification, and Self-restoration 2 1 14 Jul 2020 not harvested
Lung nodule detection and classification from Thorax CT-scan using RetinaNet with transfer learning 1 4 8 Apr 2020 not harvested
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis 2 1 19 Aug 2019 not harvested
Lung Nodule Classification using Deep Local-Global Networks 1 1 23 Apr 2019 not harvested
Gated-Dilated Networks for Lung Nodule Classification in CT scans 0 1 1 Jan 2019 not harvested
DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification 2 1 25 Jan 2018 not harvested

Dataset loaders archive 2025-07-28

Shwe234/himanshumajordatasettfpytorchjax
your-username/your-repositorypytorch

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

Tasks archive 2025-07-28

Neural Architecture SearchLung Nodule SegmentationLung Nodule DetectionLung Nodule ClassificationLung Nodule 3D ClassificationLung Nodule 3D Detection

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

ImagesMedical

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • LIDC-IDRI

1 variant name, as the archive lists them.

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