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X-ray Pneumonia Detection
Flutter mobile app for chest X-ray pneumonia detection using deep learning. Supports VGG16, EfficientNet, InceptionV3, and ResNet50 with on-device TFLite inference.
Sole engineer — model training + mobile app
- best accuracy
- 93.7%
- best F1 score
- 95.4%
- CNN architectures
- 4
- TFLite inference
- on-device
Model accuracy and F1 are results on the held-out test set.
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The challenge
Bringing chest X-ray pneumonia screening to low-resource settings means running deep-learning inference on-device, with no server round-trip or connectivity requirement.
What I built
ResNet50 reached 93.70% accuracy and 95.42% F1 on the held-out test set, running entirely on-device through TFLite — no image ever leaves the phone.
Have something in mind?
I'm open to backend and platform roles, contract or permanent. Based in the EU, available on-site in Belgium and the Netherlands or remotely worldwide.