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...
Exploring the Paradox of Academic Excellence and Real-World Incompetence Unraveling the Dichotomy of Academic Brilliance and Practical Inefficiency Over the years, I have had the privilege of interacting with a diverse array of students, ranging from mature learners, parent-students, to research scholars. These individuals, adept at navigating their professional lives, often exhibit a unique perspective towards education, viewing it as a communal activity or a sacred journey of enlightenment and progress. However, a striking observation that emerges from my interactions with these research scholars and students is their ability to circumvent the conventional education system to achieve their academic goals. This phenomenon is not a reflection of their intellectual prowess but rather an indication of their survival instinct in a system that values degrees over knowledge. For instance, many of these students have been nurtured by 'helicopter paren...