Medical

LIDC-IDRI

Introduced by Armato et al. in The lung image database consortium (LIDC) and image database resource initiative (IDRI): a completed reference database of lung nodules on CT scans

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

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Benchmarks

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Task	Dataset Variant	Best Model
Lung Nodule Classification	LIDC-IDRI	ProCAN
Lung Nodule Segmentation	LIDC-IDRI	ModelGenesis
Neural Architecture Search	LIDC-IDRI	NASLung
Lung Nodule 3D Classification	LIDC-IDRI	I3DR-Net
Lung Nodule 3D Detection	LIDC-IDRI	I3DR-Net
Lung Nodule Detection	LIDC-IDRI	I3DR-Net