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naneja committed Feb 13, 2019
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Expand Up @@ -15,6 +15,9 @@ Task 3: Disease Classification
Ours results are for Task 3: Disease Classification

Possible disease categories are:

| Sr.No. | Disease |
|:-------------:|:-------------:|
| 1 | Melanoma |
| 2 | Melanocytic nevus |
| 3 | Basal cell carcinoma |
Expand All @@ -29,6 +32,14 @@ Following Graphs show Model Accuracy for Training and Testing Phase; Model Loss

![model](https://github.com/naneja/isic2018/blob/master/figs/model.png)

Model Accuracy, Model Loss, and Training Time is available at [model](https://github.com/naneja/isic2018/blob/master/log/results.csv)

Class wise probabilities for each valid image is available at [Valid Results](https://github.com/naneja/isic2018/blob/master/log/results-valid.csv)

Class wise probabilities for each test image is available at [Test Results](https://github.com/naneja/isic2018/blob/master/log/results-test.csv)

Our position at [ISIC Live Challenge Leaderboards](https://challenge2018.isic-archive.com/live-leaderboards/) at the time of uploading the results for Task 3 is 21 and we are working to improve the results.

## Sanity Check
Following are five random images that were picked and detected one of the disease categories by our model

Expand All @@ -51,7 +62,6 @@ Below is the Training Dataset consisting of 10,015 images for different disease
| 6 | Dermatofibroma | 115 |
| 7 | Vascular lesion | 142 |

![Dataset](https://github.com/naneja/isic2018/blob/master/figs/dataset.png)

## Feedback
Please submit your feedback to [Dr. Nagender Aneja](http://expert.ubd.edu.bn/nagender.aneja). Please write an email (nagender.aneja@ubd.edu.bn) if you are interested to impement the model in a mobile app or web app. We welcome people and organization who can provide more data on plants from different countries to join this project.
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