![Applied Sciences | Free Full-Text | An Approach for the Pan Sharpening of Very High Resolution Satellite Images Using a CIELab Color Based Component Substitution Algorithm Applied Sciences | Free Full-Text | An Approach for the Pan Sharpening of Very High Resolution Satellite Images Using a CIELab Color Based Component Substitution Algorithm](https://pub.mdpi-res.com/applsci/applsci-09-05234/article_deploy/html/images/applsci-09-05234-g001.png?1575968085)
Applied Sciences | Free Full-Text | An Approach for the Pan Sharpening of Very High Resolution Satellite Images Using a CIELab Color Based Component Substitution Algorithm
![The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram](https://www.researchgate.net/publication/351199397/figure/fig3/AS:1018168986312705@1619761811940/The-role-of-sharpening-functions-The-pairwise-cosine-similarity-matrix-from-the-support_Q640.jpg)
The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram
![Proposed robust HD MANN architecture The learning phase of the proposed... | Download Scientific Diagram Proposed robust HD MANN architecture The learning phase of the proposed... | Download Scientific Diagram](https://www.researchgate.net/publication/351199397/figure/fig2/AS:1018168986316821@1619761811765/Proposed-robust-HD-MANN-architecture-The-learning-phase-of-the-proposed-MANN-involves-a.png)
Proposed robust HD MANN architecture The learning phase of the proposed... | Download Scientific Diagram
![Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press](https://content.iospress.com/media/ifs-prepress/ifs--1--1-ifs222840/ifs--1-ifs222840-g003.jpg)
Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press
![Has anyone came across this? apparently, using a Sharpened Cosine Similarity Layer (a new alternative of ConvNets) achieves an accuracy of +99% on MNIST with just 1,398 parameters (10x - 100x less Has anyone came across this? apparently, using a Sharpened Cosine Similarity Layer (a new alternative of ConvNets) achieves an accuracy of +99% on MNIST with just 1,398 parameters (10x - 100x less](https://external-preview.redd.it/k6iOZ1Py9rYQbzpcosESBNFMMg3C5mH_q1bmxiFfZ2M.jpg?width=640&crop=smart&auto=webp&s=b1bb30ddb93574896a5604e70ce56e227481918b)
Has anyone came across this? apparently, using a Sharpened Cosine Similarity Layer (a new alternative of ConvNets) achieves an accuracy of +99% on MNIST with just 1,398 parameters (10x - 100x less
Lucas Nestler on Twitter: "To reproduce SCS' incredible results on large-scale datasets, I implemented a TPU-compatible version in PyTorch and merged that into timm. Below, you can find some considerations necessary to
![Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press](https://content.iospress.com/media/ifs-prepress/ifs--1--1-ifs222840/ifs--1-ifs222840-g008.jpg)
Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press
![The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram](https://www.researchgate.net/publication/351199397/figure/fig3/AS:1018168986312705@1619761811940/The-role-of-sharpening-functions-The-pairwise-cosine-similarity-matrix-from-the-support.png)
The role of sharpening functions The pairwise cosine similarity matrix... | Download Scientific Diagram
![Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press Novel neural network architecture using sharpened cosine similarity for robust classification of Covid-19, pneumonia and tuberculosis diseases from X-rays - IOS Press](https://content.iospress.com/media/ifs-prepress/ifs--1--1-ifs222840/ifs--1-ifs222840-g007.jpg)