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What Is A Cnn? Convolutional Neural Networks Made Simple

What is CNN in Deep Learning? In this video, we understand what is CNN in Deep Learning and why do we need it. CNN (or Convolutional Neural Network) is the building block of all Computer Vision ...
GitHub

Performance Regression: PTQ-INT8 Quantization for nn.Conv2d with parameter groups > 1 is Slower than FP16

I am encountering a significant performance regression when performing Post-Training Quantization (PTQ) on a PyTorch nn.Conv2d layer where the groups parameter is greater than 1. Specifically, after ...
eeworldonline

How to use convolution to implement filters: part 2

A moving-average filter can address white noise in the time domain but performs poorly in the frequency domain. Figure 1. The convolution engine calculates y(tn) for n=6 (a) and then goes on to ...
IEEE

Glioma Brain Tumor Classification Using Convolution Neural Network and Majority Voting

Abstract: Glioma brain tumors are malignant diseases for which early detection and instant treatment will increase the survival rate. Several studies have reported the efficiency of deep learning ...
Scientific Research Publishing

Advanced Skin Disease Diagnosis and Treatment: Leveraging Convolutional Neural Networks for Image-Based Prediction and Comprehensive Health Assistance ()

Skin conditions are a worldwide health issue that requires prompt and accurate diagnosis in order to be effectively treated. This study presents a Convolutional Neural Network (CNN)-based automated ...