news.ucsb.edu

AI helps explain how covert attention works and uncovers new neuron types

Shifting focus on a visual scene without moving our eyes — think driving, or reading a room for the reaction to your joke — is a behavior known as covert attention. We do it all the time, but little ...
Scientific Research Publishing

Ahmed, K.R. (2021) Smart Pothole Detection Using Deep Learning Based on Dilated Convolution. Sensors, 21, Article 8406.

ABSTRACT: Rainfall-induced landslides threaten mountainous regions globally, yet existing models face challenges in real-time, large-scale prediction due to dependency on post-event data. This study ...
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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 ...
IEEE

A Novel Dilated Convolution Light Weight Neural Network (DCLW-NN) for the Classification of Breast Thermograms

Abstract: Breast cancer poses lots of challenges in the medical fraternity worldwide. Hence, it requires early diagnosis to treat the affected people. In this paper, we have presented a novel Dilated ...
Scientific Research Publishing

Liu, Y., Pu, H. and Sun, D. (2021) Efficient Extraction of Deep Image Features Using Convolutional Neural Network (CNN) for Applications in Detecting and Analysing Complex Food ...

ABSTRACT: The food recognition systems are available for foreign dishes but much work has not been done for our traditional dishes making it difficult to classify the traditional dishes and the ...