Lung Nodule Classification

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (35 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Diagnostic Classification Of Lung Nodules Using 3D Neural Networks
  19 Mar 2018 2 repositories listed
  Lung cancer is the leading cause of cancer-related death worldwide.
• DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification
  25 Jan 2018 2 repositories listed
  DeepLung consists of two components, nodule detection (identifying the locations of candidate nodules) and classification (classifying candidate nodules into benign or malignant).
• Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2
  24 Nov 2024 1 repository listed
  We introduce the Medical Slice Transformer (MST) framework to adapt 2D self-supervised models for 3D medical image analysis.
• Variational Autoencoders for Feature Exploration and Malignancy Prediction of Lung Lesions
  27 Nov 2023 1 repository listed
  Proposed models were trained on lesions extracted from 3D CT scans in the LIDC-IDRI public dataset.
• Lung cancer detection from thoracic CT scans using an ensemble of deep learning models
  21 Nov 2023 1 repository listed
  Our approach leverages deep transfer learning and adopts an ensemble learning approach.
• Learning Efficient, Explainable and Discriminative Representations for Pulmonary Nodules Classification
  19 Jan 2021 1 repository listed
  Besides, empirical study shows that the reasoning process of learned networks is in conformity with physicians' diagnosis.
• Lung nodule detection and classification from Thorax CT-scan using RetinaNet with transfer learning
  8 Apr 2020 1 repository listed
  Lung malignancy is one of the most common causes of death in the world caused by malignant lung nodules which commonly diagnosed radiologically by radiologists.
• Lung Nodule Classification using Deep Local-Global Networks
  23 Apr 2019 1 repository listed
  In this paper, we propose a novel method to predict the malignancy of nodules that have the capability to analyze the shape and size of a nodule using a global feature extractor, as well as the density and structure of…
• Multi-level CNN for lung nodule classification with Gaussian Process assisted hyperparameter optimization
  2 Jan 2019 1 repository listed
  In this paper, a non-stationary kernel is proposed which allows the surrogate model to adapt to functions whose smoothness varies with the spatial location of inputs, and a multi-level convolutional neural network…
• Fast CapsNet for Lung Cancer Screening
  19 Jun 2018 1 repository listed
  We show that CapsNets significantly outperforms CNNs when the number of training samples is small.