Lung Diseases Recognition

Use Deep Learning to Aid for the Diagnosis

Classify a Sample Disease

To upload you own samples, please fill the following FORM

Or, try these sample images:

How it works

Quickly Classify Lung Diseases in Medical Images

Use state-of-the-art deep learning to identify Lung Diseases and Aid for the Diagnosis.
Just upload your images or paste in a URL above.

This api-rest is an implementation of Oliveira, Hugo N., Edemir Ferreira, and Jefersson A. Dos Santos. "Truly Generalizable Radiograph Segmentation With Conditional Domain Adaptation." IEEE Access 8 (2020): 84037-84062.. Learn more about their work here.

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Disclaimer


This api-rest and accompanying pretrained models are provided with no guarantees regarding their reliability, accuracy or suitability for any particular application and should be used for research purposes only. The models and code are not to be used for public health decisions or responses, or for any clinical application or as a substitute for medical advice or guidance.

Built For Developers

A simple, scalable API for machine intelligence

SAMPLE INPUT

curl -F "file[]=@/home/edemir/Documents/example_chest_covid19.png" http://www.cadcovid19.dcc.ufmg.br/stream_predict

SAMPLE OUTPUT

{
  "predictions": [
    {"class": "COVID-19", "prob": 0.8352},
    {"class": "SARS", "prob": 0.1515},
    {"class": "MERS", "prob": 0.0110}
  ],
  "input_image": [
    {"base64_image": "data:image/png;base64, iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAAAAAB5Gfe6AABYVUlEQVR42n29YZYdzY0rCJCRJbvfW8Dsf41z2lJlkJgfJCPzlj6P2m3rSKWqm5ERDBIEQP4///71r3/969evX7+ur69fa9EJQCSkFFKElHl/I0m35e62AIJGgqCZmRtMqZRAEtCfDRiNSpGCwd2WmREuJCESTOSfnYwEza6vC6mEtGFUhCjl3pmQcu8dKSkkJaiUGQHx10V ... hw2BSitqEAAAAASUVORK5CYII="}
    ],
  "lung_segmentation": [
    {"base64_image": "data:image/png;base64, iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAAAAAB5Gfe6AAADpUlEQVR42u2dS3bjMAwE1Xi5/5Ux68lixhZJEJ/CLouEQLGakhwnfh6KoiiKoqihpfwt+tEuVWD8o32qxPgHW7Uy8//9xQgDPKJZ1Rn/TLtWav4DMdDhGbRx+iMN6/wWauf8 ... BfoZICIwHYDGGyAiAIDPfbBneAaIwDNcAXuGE+Df6T3DFbBnOAFr7r7GnwGDAeihHAQURVEURVEURVEURVEU9av+AE+LhuvB4X66AAAAAElFTkSuQmCC"}
    ],
  "lung_isomorphic": [
    {"base64_image": "data:image/png;base64, iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAAAAAB5Gfe6AAAoQklEQVR42u19+Xcb15FuVd3b3dhBgotISrIt2bETJ3EyyXMyM2f+/x/em/NOksnu2LE2ipRIAsT+6qv1ViEKAAAASvoXVP7KPunmn5Y/e81PSb8PBZefJ///a3q+Wz/x1nPX9rmpBHDpR0j2K//7vc+DgAAIKIAgAJL+bf331 ... ibiGMEUrLjT79f5F63aYkGsIstW/lkEcCs1gpxZRAH55xNA6h9ZpsJxK/ieHh8B0huDRV0N76sA5tdVipoW3msBrPQT/1kEAIBlzv9efyEgwr++/vX1r69/Zg4oXujw/UFYCwAAAABJRU5ErkJggg=="}
    ]
}