Deep Learning model to detect Colon Cancer in the early stage

Author Topic: Deep Learning model to detect Colon Cancer in the early stage  (Read 765 times)

Offline s.arman

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What if we can detect anomalies of the colon at an early stage to prevent colon cancer? We are now in a technology era that it’s capable of doing impressive things that we didn’t imagine before. The use of artificial intelligence can detect more abnormalities than a conventional exam. Physicians should take advantage of this.

According to The American Cancer Society, in the United States, colorectal cancer is the third leading cause of cancer-related deaths in men and in women, and the second most common cause of cancer deaths. It’s expected to cause about 51,020 deaths during 2019.

AI & Creativity: Deep Dream comes true - Data Driven Investor

Artificial Intelligence always fascinated me. Not only as a useful set of tools, continuously evolving, but also as an…
www.datadriveninvestor.com   
Inspired by the #AISTARTUPCHALLENGE created by Siraj Raval, I decided to join the challenge! You can check it out at his Instagram account (Siraj Raval). The dynamic is to create an app that uses AI to solve a problem, get 3 paying customers for your app and submit it to win different prizes.

I will start with this healthcare project that classifies 8 different tissues in histological images of human colorectal cancer.

Colorectal Histology MNIST
Let’s get to know more about the dataset I will be using. I got this dataset at Kaggle and it contains a collection of textures in histological images of human colorectal cancer. It has about 5,000 histological RGB samples of 150X150 px, divided into eight tissue categories (specified by the folder name):

Tumor
Stroma
Complex
Lympho
Debris
Mucosa
Adipose
Empty
My goal is to identify each category. You can also create a model that classifies between Normal and Benign, but in this case, let’s identify all the different anomalies.

FastAi Model

source: https://medium.com/datadriveninvestor/deep-learning-model-to-detect-colon-cancer-in-the-early-stage-50965c9d4f0?fbclid=IwAR3XF5m-gLGgJzdVC7luqf0_n8Pnzb3YICKbiSTM4fFDrrutfLB9JRbQs4E