Medical Image Retrieval

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

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

15 shown of 15 papers with code (43 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.

• BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis
  7 Apr 2020 8 repositories listed
  This paper describes the field research, design and comparative deployment of a multimodal medical imaging user interface for breast screening.
• EndoMapper dataset of complete calibrated endoscopy procedures
  29 Apr 2022 4 repositories listed
  Computer-assisted systems are becoming broadly used in medicine.
• Evaluating Pre-trained Convolutional Neural Networks and Foundation Models as Feature Extractors for Content-based Medical Image Retrieval
  14 Sep 2024 2 repositories listed
  Our results show that, overall, for the 2D datasets, foundation models deliver superior performance by a large margin compared to CNNs, with the general-purpose self-supervised model for computational pathology (UNI)…
• RadiomicsRetrieval: A Customizable Framework for Medical Image Retrieval Using Radiomics Features
  11 Jul 2025 1 repository listed
  Medical image retrieval is a valuable field for supporting clinical decision-making, yet current methods primarily support 2D images and require fully annotated queries, limiting clinical flexibility.
• Vision Foundation Models for Computed Tomography
  15 Jan 2025 1 repository listed
  Foundation models (FMs) have shown transformative potential in radiology by performing diverse, complex tasks across imaging modalities.
• MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging
  9 Oct 2024 1 repository listed
  Furthermore, MedImageInsight achieves human expert performance in bone age estimation (on both public and partner data), as well as AUC above 0.
• Leveraging Foundation Models for Content-Based Medical Image Retrieval in Radiology
  11 Mar 2024 1 repository listed
  Despite these challenges, our research underscores the vast potential of foundation models for CBIR in radiology, proposing a shift towards versatile, general-purpose medical image retrieval systems that do not require…
• 3D-MIR: A Benchmark and Empirical Study on 3D Medical Image Retrieval in Radiology
  23 Nov 2023 1 repository listed
  The increasing use of medical imaging in healthcare settings presents a significant challenge due to the increasing workload for radiologists, yet it also offers opportunity for enhancing healthcare outcomes if…
• Sketch-based Medical Image Retrieval
  7 Mar 2023 1 repository listed
  As a result, our SBMIR system enabled users to overcome previous challenges, including image retrieval based on fine-grained image characteristics, image retrieval without example images, and image retrieval for…
• Medical Image Retrieval via Nearest Neighbor Search on Pre-trained Image Features
  5 Oct 2022 1 repository listed
  We extensively tested the proposed NNS approach and compared the performance with state-of-the-art NNS approaches on benchmark datasets and our created medical image datasets.
• TorchXRayVision: A library of chest X-ray datasets and models
  31 Oct 2021 1 repository listed
  TorchXRayVision is an open source software library for working with chest X-ray datasets and deep learning models.
• CNN Based Autoencoder Application in Breast Cancer Image Retrieval
  4 Aug 2021 1 repository listed
  Overall, the results of image retrieval in breast cancer applying the CNN based Autoencoder method achieved higher performance compared to the method used in the previous study with an average precision of 0.
• Deep Triplet Hashing Network for Case-based Medical Image Retrieval
  29 Jan 2021 1 repository listed
  The triplet cross-entropy loss can help to map the classification information of images and similarity between images into the hash codes.
• Medical Image Retrieval using Deep Convolutional Neural Network
  24 Mar 2017 1 repository listed
  The learned features and the classification results are used to retrieve medical images.
• Barcode Annotations for Medical Image Retrieval: A Preliminary Investigation
  19 May 2015 1 repository listed
  This paper proposes to generate and to use barcodes to annotate medical images and/or their regions of interest such as organs, tumors and tissue types.