Archive · dataset · 2023
Heart and Clavicle Segmentation References in Chest Radiography - Montgomery Dataset
Listed in INESC TEC Research Data Repository
The analysis of chest radiography imaging is of paramount importance for healthcare institutions since it is one of the most used imaging modalities for patient diagnosis, management and follow-up.
Description
In recent years, several studies have demonstrated that automatic algorithms, namely using deep learning, can successfully detect and segment the anatomical structures seen in chest radiography images, namely the lungs, heart and clavicles.
However, only a limited number of public data is available for training, particularly for the heart and clavicles. This dataset provides segmentation masks for the heart and clavicles in the Montgomery dataset, a public repository of 138 chest radiographies for which lung segmentation masks are publicly available (Jaeger et al. Two public chest x-ray datasets for computer-aided screening of pulmonary diseases. Quant.
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Imaging Med. Surg., 4(6):475–477, December 2014.). Segmentation masks were obtained through manual annotation by a PhD candidate in biomedical Image analysis with experience in chest radiography imaging using the Heartex Label Studio software.
For additional information please refer to our manuscript: R. Brioso et al "Semi-supervised Multi-structure Segmentation in Chest X-Ray Imaging" CBMS 2023
Links
Get the data
- Masks Clavicles rdm.inesctec.pt/dataset/7359d2cd-929f-4cae-9a5e-e6b201e9e27d/resource/6a2bd88a… ↗
download · from rdm inesctec pt
- Masks Heart rdm.inesctec.pt/dataset/7359d2cd-929f-4cae-9a5e-e6b201e9e27d/resource/f706b11b… ↗
download · from rdm inesctec pt
Where it is published
- INESC TEC Research Data Repository dataset page rdm.inesctec.pt/dataset/nis-2023-004 ↗
landing page · from rdm inesctec pt
Catalogue records · 1
- CKAN API rdm.inesctec.pt/api/3/action/package_show?id=7359d2cd-929f-4cae-9a5e-e6b201e9e… ↗
metadata API · from rdm inesctec pt
Topics
- Stated by source
- NIS: Networked Intelligent Systems
- From keywords
- Computer Science & AI · Engineering · Heart
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| INESC TEC Research Data Repository | 7359d2cd-929f-4cae-9a5e-e6b201e9e27d | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| concepts[anatomy].local:anatomy:heart | mapping · rdm inesctec pt | vocabulary-mapper@1.0.0 | keywords['heart'] |
| concepts[field].local:field:computer-science-ai | mapping · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| concepts[field].local:field:engineering | mapping · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · rdm inesctec pt | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:imaging | enrichment · rdm inesctec pt | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[topic].ckan_group:rdm_inesctec_pt:nis-networked-intelligent-systems | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| created_date | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| description | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | /notes |
| license_text | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| publication_date | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | |
| title | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 | /title |
| updated_date | source · rdm inesctec pt | connector:rdm_inesctec_pt@1.0.0 |