Machine Learning (ML) same image different dermatology answer (diagnosis)

by | May 6, 2019 | Artificial Intelligence (AI), Blog, Dermatologist, News

 

Here are two examples of cases that have been verified by dermatologists on the skin diagnosis. However when we upload the images to our machine learning (ML) image recognition algorithm we get different answers when we turn the images around, 90 and 180 respectfully. This is an important observation about our algorithm that we probably do not have sufficient images. However they have all been annotated, so a trick here is to upload the images to our deep convoluted neural network (CNN), with the images turned 90 and 180 degrees. 

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Machine Learning (ML) dermatology Malignant Melanoma dermatologist answer

Malignant Melanoma was determined by a dermatologist

 

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Machine Learning (ML) dermatology Malignant Melanoma Mexico original picture

We took the original Malignant Melanoma image and rotated it, 90 and 180 degrees.

 

Machine Learning (ML) dermatology Malignant Melanoma Mexico original picture AI

We ran the original in our AI and it showed, malignant melanoma in 3rd position.

 

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Machine Learning (ML) dermatology Malignant Melanoma image turned 90

The Malignant Melanoma image was turned 90

 

Machine Learning (ML) dermatology Malignant Melanoma image turned 90 AI

This time Malignant Melanoma is in 2nd position

 

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Machine Learning (ML) dermatology Malignant Melanoma image turned 180

Malignant Melanoma image was turned 180 degrees

 

Machine Learning (ML) dermatology Malignant Melanoma image turned 180 AI

Now the AI shows a strong correlation with Malignant Melanoma

 

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Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS San Diego dermatologist answer

SEBORRHEIC KERATOSIS dermatology answer

 

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Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS San Diego dermatology - original image

SEBORRHEIC KERATOSIS – original image

 

Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS San Diego AI original image

We ran the original image in our AI and SEBORRHEIC KERATOSIS it showed up in 4th position.

 

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Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS San Diego turned 90 degrees

SEBORRHEIC KERATOSIS image turned 90 degrees

 

Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS San Diego turned 90 degrees_AI

SEBORRHEIC KERATOSIS image turned 90 degrees in the AI, it turns up in 5th position.

 

Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS turned 180 degrees

SEBORRHEIC KERATOSIS image turned 180 degrees

 

 

Machine Learning (ML) dermatology SEBORRHEIC KERATOSIS turned 180 degrees_AI

SEBORRHEIC KERATOSIS image turned 180 degrees in the AI, it turns up in 1st position.

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