renjiege / skinapp

Skin Lesion Detection Flask App Demo

Skinapp - Skin Lesion Detection Flask App Demo

Demo: http://bit.ly/skinapp-demo

Dataset:

HAM10000 from ISIC archive

/	Benign	Malignant
original	5365+1341	891+222
balanced	891+222	891+222

Arch:

ResNext50 (pretrained) Fine-tuned using Fastai library with data augmentation.

Training Stat:

/	Accuracy	Precision	ROC AUC	F1
original	92.6%	0.825	0.955	0.727
balanced	85.8%	0.933	0.932	0.849

Confusion Matrix:

/	benign	malignant
benign	196	26
malignant	39	183

Quick-start - run it locally

1. Clone this repo, cd to the directory.
2. Download the model weights into $YOUR_PATH/model.
3. Create virtual environment with conda conda env create -f environment.yml.
4. Open the terminal, run python run.py.
5. View at http://localhost:5000.

Acknowledgement

• https://github.com/daveluo/cocoapp
• http://forums.fast.ai/t/exposing-dl-models-as-apis-microservices/13477/9
• https://github.com/fastai/fastai