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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

Excitement fills the air as Neuralink, a pioneering company, announces its receipt of FDA  approval to commence the groundbreaking first-in-human clinical study on May 28th, 2023 !  This milestone achievement is the fruit of the tireless efforts of  the Neuralink team, working in close collaboration with the FDA, and marks a significant stride towards a future where our technology can offer assistance to numerous individuals.  While the recruitment process for our clinical trial is yet to commence, we assure you that further details will be announced in due course, providing interested parties with comprehensive information.  For those unfamiliar with this extraordinary technology, here are several key points that shed light on the remarkable benefits of connecting the human brain with computers.  Definition of Brain-Computer Interfaces (BCIs):  Brain-computer interfaces, or BCIs, are innovative systems that establish a direct communication pathway between the human brain and computer

  Unlocking the Intricacies of Armed Conflicts: Exploring the Psychology of War with Advanced Language Models In the pursuit of comprehending the complex psychology behind war and conflicts, the pivotal role of data collection and analysis cannot be overstated. Organisations worldwide are devoted to gathering information on armed conflicts, with an emphasis on comprehending their impacts. Leading the charge is the Uppsala Conflict Data Program (UCDP), a prestigious initiative housed at Uppsala University in Sweden. The Uppsala Conflict Data Program (UCDP): Unveiling Insights into Organised Violence As the oldest ongoing data collection project for civil war, the UCDP has established itself as a preeminent authority on data pertaining to organised violence and armed conflicts. For nearly four decades, the UCDP has meticulously gathered data that is globally encompassing, systematically collected, comparable across cases and countries, and boasts extensive time series. Updated annually,

 Hello there!  So, I've been looking into the 2023 Las Anod conflict and wanted to share with you what I found. According to various media reports and sources, it seems like there's a root cause analysis we can do to better understand what happened. Oh, did you know that Las Anod has been under Somaliland's control since 2007? They actually kicked out the Puntland army from the regional capital with the help of local militia. Oh wow, it's been reported that the security situation in Somaliland has gotten worse. According to the Raad Peace Research Institute, around 120 important clan and community leaders have been assassinated in the city between 2007 and 2022. So in December 2022, there were a bunch of civil demonstrations and unrest happening in the Sool region. People were feeling like they were being left out of the political process in Somaliland, and that's what was driving all the commotion. Oh, did you hear about the pro

IIT Madras, a renowned educational institution, has taken a significant step towards integrating medical science and technology by introducing the Department of Medical Sciences and Technology. This initiative aims to explore the potential of advancements in medical science and technology, particularly in the context of the increasing reliance on Artificial Intelligence (AI) in the field. In a press release issued by IIT Madras , it was revealed that the department will adopt an interdisciplinary approach to prepare students for various domains within the field. The curriculum will focus on designing life-saving medical devices, drug discovery, the application of AI in medicine, and fundamental medical research. Furthermore, the department aims to train physicians to effectively utilize technology in their clinical practice and pave the way for physician-scientist training in India.                          The primary objective of this new initiative is to equip scientists and enginee

 In a positive sign of growing interest in the fields of Engineering, Pharmaceutical, and Agricultural Technology, a staggering number of students have registered for the Maharashtra state Common Entrance Test (CET) 2023 PCM group exam.  The exam, which will span from May 9 to 14, has attracted a total of 28,533 aspiring students. With a higher representation of male candidates and a significant overall applicant count, the state is witnessing a surge in enthusiasm for these disciplines.                                                                                                               The State Common Entrance Test Cell has organized the Maharashtra state CET 2023 PCM group exam at 177 exam centers across the state. Among the registered candidates, there is a gender ratio of approximately 1.82, indicating a higher proportion of male applicants compared to their female counterparts. This ratio highlights the need for increased female representation in these fields, as male

In a remarkable feat, three students hailing from Karnataka have secured a perfect 100 percentile in the Joint Entrance Examination (JEE) Mains 2023 . The results of the JEE Mains Engineering paper were announced recently by the National Testing Agency (NTA), revealing the outstanding achievements of these students. Among the 43 candidates who scored a perfect 100 percentile, Ridhi Kamlesh Kumar Maheshwari, a female candidate from Karnataka, emerged as the topper. The JEE Mains is a highly prestigious national-level entrance test conducted to facilitate admissions into various Engineering and Technology, Architecture, and Planning courses at renowned institutions such as NITs (National Institutes of Technology), IIITs (Indian Institutes of Information Technology), and other participating colleges. It also serves as a screening test for IIT (Indian Institutes of Technology) JEE aspirants across the country. It is important to note that the NTA has current