Imagine suddenly gasping for air, helplessly breathless for no apparent reason. Could it be a collapsed lung? In the future, your entry in this competition could predict the answer.
Pneumothorax can be caused by a blunt chest injury, damage from underlying lung disease, or most horrifying—it may occur for no obvious reason at all. On some occasions, a collapsed lung can be a life-threatening event.
Pneumothorax is usually diagnosed by a radiologist on a chest x-ray, and can sometimes be very difficult to confirm. An accurate AI algorithm to detect pneumothorax would be useful in a lot of clinical scenarios. AI could be used to triage chest radiographs for priority interpretation, or to provide a more confident diagnosis for non-radiologists.
The Society for Imaging Informatics in Medicine (SIIM) is the leading healthcare organization for those interested in the current and future use of informatics in medical imaging. Their mission is to advance medical imaging informatics across the enterprise through education, research, and innovation in a multi-disciplinary community. Today, they need your help.
In this competition, you’ll develop a model to classify (and if present, segment) pneumothorax from a set of chest radiographic images. If successful, you could aid in the early recognition of pneumothoraces and save lives.
If you’re up for the challenge, take a deep breath, and get started now.
Note: As specified on the Data Page, the dataset must be retrieved from Cloud Healthcare. Review this tutorial for instructions on how to do so.
SIIM Machine Learning Committee Co-Chairs, Steven G. Langer, PhD, CIIP and George Shih, MD, MSfor tirelessly leading this effort and making the challenge possible in such a short period of time.
SIIM Machine Learning Committee Members for their dedication in annotating the dataset, helping to define the most useful metrics and running tests to prepare the challenge for launch.
SIIM Hackathon Committee, especially Mohannad Hussain, for their crucial technical support with data conversion.
- 1st Place – $12,000
- 2nd Place – $7,000
- 3rd Place – $4,000
- 4th – 10th Place – $1,000 each