From 9fde40017ecd163414f31a90b220410b3e0a5bc9 Mon Sep 17 00:00:00 2001 From: Priyansh Sharma <77832407+Priyansh-15@users.noreply.github.com> Date: Sun, 29 Jan 2023 18:53:27 +0530 Subject: [PATCH] 2.1 --- README.md | 32 ++++++++++++++++++++++++++++---- 1 file changed, 28 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 98e88de..d3c92db 100644 --- a/README.md +++ b/README.md @@ -1,21 +1,45 @@ -# Project Name : Steganography-Tools -# Made By - Priyansh Sharma +# Project Name : Breast-Cancer-Detection-Using-CNN-on-Ultrasound-Images This Project is a 7 Layer CNN Model consisting of 3 Convolution layers each followed by a Max Pooling Layer and Fully Connected layer on Breast Ultrasound Images to classify them as Benign, Malignant and Normal stages. - For each Convolution layer The Filter used is of size 3X3. + - We have used Relu as Activation function because it is non-linear in nature and due to its simplicity and less complexity. + - For every layer Stride(s) =1 and Padding(p) =0 + - We have divided the dataset in 4:1 ratio for Model training and validation. -## Project Demo Implementation Video : +- For every Convolution layer result in CNN we use the formula +![image](https://user-images.githubusercontent.com/77832407/215328503-d1607b27-f10b-4ac9-b255-6c39575d5a73.png) -- For every Convolution layer result in CNN we use the formula + + + +## Project Implementation Video : +https://user-images.githubusercontent.com/77832407/215328411-43614891-1561-46d3-9fd6-b18a7b9c4d61.mp4 ## Model Summary +![image](https://user-images.githubusercontent.com/77832407/215328731-0b93f8fb-89be-44c3-b55e-858c41a3ac68.png) + + + ## Loss and Accuracy +![image](https://user-images.githubusercontent.com/77832407/215328542-08dec5d3-074f-468f-96ff-3a9ee2187e2c.png) + +![image](https://user-images.githubusercontent.com/77832407/215328547-d1c5a115-1283-48e7-86c4-2c4bc3d36945.png) + + ## Final Model Testing Prediction Result +![image](https://user-images.githubusercontent.com/77832407/215328581-e58d4af8-ff22-4d78-bb75-8ebcf940811d.png) + + + + + + +Priyansh Sharma