A.I. is already making an impact on all the lives of people, Here are a few thoughts on the future human with A.I 1. Empowering Local Governments and Fiscal Responsibility Artificial Intelligence (A.I.) has already brought forth substantial changes, leading to increased wealth and financial gains. However, its potential impact goes beyond that. One of the most notable transformations could be the formation of productive small Local Governments, empowering communities at the grassroots level. These empowered local authorities can foster fiscal responsibility, ensuring efficient allocation of resources for the betterment of society. 2. Promoting Social Tolerance and Quality of Freedom of Speech A.I. stands as a potential agent of positive change in fostering social tolerance and promoting understanding and acceptance among diverse groups. By analyzing vast datasets, A.I. can help bridge the gaps between different communities, fostering a more cohesive society. Additionally, A....
What to do When You Don't Have Gold Standard Images to Compare Your Processed Images How to Measure the Quality of Images When You Don't Have Gold Standard Images to Compare In the realm of image analysis and processing, quantifying image quality forms a crucial cornerstone of various methodologies. This is especially true when there's a lack of gold standard images or ground truth to set the benchmark. In such scenarios, we're often left asking: how can we measure image quality objectively or subjectively? Let's delve into this topic with an emphasis on establishing robust and reliable metrics for image quality analysis. Objective Measurement of Image Quality Without Ground Truth Objective quality metrics quantify the difference between two images based on numerical methods. But, how do we assess image quality objectivel...