Many Indian scholars who embark on a PhD journey may face challenges such as navigating a complex system of fellowships, dealing with exploitation, and encountering a preference for foreign-trained individuals. This article explores the challenges faced by Indian academia and the reasons why some Indian scholars are opting to pursue their PhDs overseas. In the world of academia, the pursuit of a PhD is often seen as the pinnacle of intellectual achievement. However, in India, this journey is fraught with challenges that go beyond the rigors of research. Stories of student exploitation by guides, irregular fellowships, and a preference for foreign-trained individuals over Indian PhDs are all too common. For some, a PhD is seen as a way to prolong their stay in the university campus when job prospects are bleak. However, this is a far cry from the West, where a PhD is a result-oriented program, decently funded, and offers better career opportunities in the private sector. The ...
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...