uid
int64 1
4k
| MeSH
stringlengths 6
379
| Problems
stringlengths 4
196
| image
stringlengths 7
319
| indication
stringlengths 2
228
⌀ | comparison
stringlengths 1
330
⌀ | findings
stringlengths 33
1.05k
⌀ | impression
stringlengths 5
887
⌀ | img_frontal
unknown | img_lateral
unknown |
---|---|---|---|---|---|---|---|---|---|
1 | normal | normal | Xray Chest PA and Lateral | Positive TB test | None. | "The cardiac silhouette and mediastinum size are within normal limits. There is no pulmonary edema. (...TRUNCATED) | Normal chest x-XXXX. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
2 | Cardiomegaly/borderline;Pulmonary Artery/enlarged | Cardiomegaly;Pulmonary Artery | Chest, 2 views, frontal and lateral | Preop bariatric surgery. | None. | "Borderline cardiomegaly. Midline sternotomy XXXX. Enlarged pulmonary arteries. Clear lungs. Inferio(...TRUNCATED) | No acute pulmonary findings. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
3 | normal | normal | Xray Chest PA and Lateral | "rib pain after a XXXX, XXXX XXXX steps this XXXX. Pain to R back, R elbow and R rib XXXX, no previo(...TRUNCATED) | null | null | "No displaced rib fractures, pneumothorax, or pleural effusion identified. Well-expanded and clear l(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
4 | "Pulmonary Disease, Chronic Obstructive;Bullous Emphysema;Pulmonary Fibrosis/interstitial;Cicatrix/l(...TRUNCATED) | "Pulmonary Disease, Chronic Obstructive;Bullous Emphysema;Pulmonary Fibrosis;Cicatrix;Opacity;Opacit(...TRUNCATED) | PA and lateral views of the chest XXXX, XXXX at XXXX hours | XXXX-year-old XXXX with XXXX. | None available | "There are diffuse bilateral interstitial and alveolar opacities consistent with chronic obstructive(...TRUNCATED) | "1. Bullous emphysema and interstitial fibrosis. 2. Probably scarring in the left apex, although dif(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
5 | "Osteophyte/thoracic vertebrae/multiple/small;Thickening/pleura/apex/bilateral;Lung/hyperdistention/(...TRUNCATED) | Osteophyte;Thickening;Lung | Xray Chest PA and Lateral | Chest and nasal congestion. | null | "The cardiomediastinal silhouette and pulmonary vasculature are within normal limits. There is no pn(...TRUNCATED) | No acute cardiopulmonary abnormality. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
6 | normal | normal | PA and Lateral Chest. XXXX, XXXX at XXXX | Evaluate for infection | XXXX, XXXX | "Heart size and mediastinal contour are within normal limits. There is no focal airspace consolidati(...TRUNCATED) | No acute cardiopulmonary findings. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
7 | Pulmonary Atelectasis/base;Spondylosis/thoracic vertebrae;Arthritis/cervical vertebrae | Pulmonary Atelectasis;Spondylosis;Arthritis | Xray Chest PA and Lateral | Preop lumbar surgery | XXXX, XXXX | "The cardiac contours are normal. XXXX basilar atelectasis. The lungs are clear. Thoracic spondylosi(...TRUNCATED) | Basilar atelectasis. No confluent lobar consolidation or pleural effusion. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
8 | normal | normal | Xray Chest PA and Lateral | XXXX-year-old with XXXX on XXXX. Dyspnea. History of mitral valve prolapse. | Two views of the chest dated XXXX. | "The heart, pulmonary XXXX and mediastinum are within normal limits. There is no pleural effusion or(...TRUNCATED) | No acute cardiopulmonary disease. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
9 | Calcified Granuloma/lung/upper lobe/right;Density/cardiophrenic angle/left | Calcified Granuloma;Density | Xray Chest PA and Lateral | Chest pain today. History of stent placement 7+ years ago. | CT XXXX image XXXX, CT abdomen which included the lower thorax XXXX. | "The XXXX examination consists of frontal and lateral radiographs of the chest. The cardiac silhouet(...TRUNCATED) | "Increased size of density in the left cardiophrenic XXXX. Primary differential considerations inclu(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
10 | Calcified Granuloma/lung/upper lobe/right | Calcified Granuloma | PA and lateral chest x-XXXX XXXX. | XXXX-year-old male, chest pain. | Chest radiographs XXXX. | "The cardiomediastinal silhouette is within normal limits for size and contour. The lungs are normal(...TRUNCATED) | No acute cardiopulmonary process. | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) | "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED) |
Chest X-rays (Indiana University)
Copy of the kaggle dataset: https://www.kaggle.com/datasets/raddar/chest-xrays-indiana-university created by raddar
Open access chest X-ray collection from Indiana University
Original source: https://openi.nlm.nih.gov/
Original images were downloaded in raw DICOM standard. Each image was converted to png using some post-processing:
top/bottom 0.5% DICOM pixel values were clipped (to eliminate very dark or very bright pixel outliers)
DICOM pixel values scaled linearly to fit into 0-255 range
resized to 2048 on shorter side (to fit in Kaggle dataset limits)
Metadata downloaded using available API (https://openi.nlm.nih.gov/services#searchAPIUsingGET)
Each image classified manually into frontal and lateral chest X-ray categories.
License: Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)
Usage
The lateral and frontal images of each uid are grouped together in an example. The images are stored as bytes, and can be loaded to PIL Image using the following method
def load_image_from_byte_array(byte_array):
return Image.open(io.BytesIO(byte_array))
Cite
Please site the original source of the dataset.
@article{demner2016preparing,
title={Preparing a collection of radiology examinations for distribution and retrieval},
author={Demner-Fushman, Dina and Kohli, Marc D and Rosenman, Marc B and Shooshan, Sonya E and Rodriguez, Laritza and Antani, Sameer and Thoma, George R and McDonald, Clement J},
journal={Journal of the American Medical Informatics Association},
volume={23},
number={2},
pages={304--310},
year={2016},
publisher={Oxford University Press}
}
- Downloads last month
- 5