AI Dermatology - Skin Disease Diagnosis

AI Dermatology - Skin Disease Diagnosis

Rank

16.9%

Score

4.22

Installs

~1000

Ratings

0 / day

By IDerma Category Medical

Description & Details


Artificial Intelligence Dermatology (Skin Disease Diagnosis) by Deep Learning

- Model Dermatology -

This is an EXPERIMENTAL DEMO APP for Medical Professionals.
PLEASE BE SURE TO TAKE PICTURES IN BRIGHT PLACES.

This is an Artificial Intelligence Dermatology based on deep learning algorithm.

This program provide 3 preliminary diagnoses for the submitted image. At present, the probability of having the right answer among the three preliminary diagnoses is about 80%. The results obtained from this program is not final diagnosis, and the result should be used for reference purposes only. Please consult your dermatologist to get a confirmative diagnosis.

The photographs used for analysis are transferred, and stored as a database, which will furnish a reference framework for a future research.


The app will display the result text according to the following conditions:

1. Malignancy index

"Low" : miss rate - 0 ~ 10%
"Medium", Biopsy recommended : miss rate - 10 ~ 20%
"High", Biopsy recommended : miss rate - 20 ~ 50%
"Very High", Biopsy recommended : miss rate - 50 ~ 100%

cf) Miss rate (false negative rate) = 1 - sensitivity; The two scores in parentheses must satisfy the condition at the same time.; We calculated the sensitivity of the model with SNU Image Dataset.

2. Raw outputs

q - image quality output
n - image nodularity output
M - malignancy index
S - steroid index
A - antibiotics index
V - antivirals index
F - antifungals index


- Accuracy
The AUC value for melanoma detection with Edinburgh's melanoma and nevus is 0.961.
The AUC value for malignancy detection with Edinburgh's 10 disorder is 0.934.
The Top-1, 3, and 5 accuracy of this algorithm are around 50%, 70%, 80%.


- Papers (http://www.modelderm.com)
Classification of the clinical images for benign and malignant cutaneous tumors using a deep learning algorithm - http://www.jidonline.org/article/S0022-202X(18)30111-8/fulltext

Interpretation of the Outputs of Deep Learning Model trained with Skin Cancer Dataset - https://www.jidonline.org/article/S0022-202X(18)31992-4/fulltext


- iPhone User (Safari) and PC

http://modelderm.com


- Model Melanoma (AI Skin Cancer Detection)

https://play.google.com/store/apps/details?id=com.phonegap.melanoma_en
http://melanoma.modelderm.com

First Seen
2018-01-28
Last Seen
2018-07-06
Updated
2634-01-15
Reviews
7
SOME Signals
0
Version
1.0.0.10
Size
Unknown
Android Version
4.1 and up
Content Rating
Everyone
Installs (Google)
1000 - 1000
APK Name
com.phonegap.dermatology_en

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