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CNN and Lightweight Transformers for PCB Image Analysis
Question1: Hybrid Transformer-CNN Architecture with Multi-Scale Feature Fusion for PCB Defect Detection Abstract With the growing need for electronic devices, the need for defect-less printed circuit board (PCB) detection has become important. Previous approaches mostly relied on CNNs and have succeeded in capturing local features but were unable to detect complex defects that span across broader areas of the PCB. Transformers are growing to be effective models for understanding the
Sustainability Reporting And Business Ethics of Marks & Spencer
Part 1 Introduction Marks & Spencer, also referred to as M&S, is a retail company from the United Kingdom that has set its prices to capture the mass market and offers own-label goods under the Food, Clothing & Home, Bank & Services segments. The company puts a special focus on high quality, and while ordering the products, they make sure to do so with concern over wastage. M&S in 2023
Experimental And Numerical Study Of Air Jet Impingement On Heated Cylinder
1. Introduction Jet impingement is a widely used technique to achieve higher heat transfer from a surface both for cooling and heating purposes. It offers advantages namely simplicity in construction and higher heat transfer rates. Further, the technique is cost-effective and can provide better heat removal than uniform flow. The technique is employed in numerous engineering applications including glass manufacturing, paper drying, gas turbine blades, electronic components and food processing.
Predicting Shear Strength In RC Deep Beams Using Machine Learning
Reinforced concrete deep beams are one of the key structural components that are essential in a variety of applications including bridges, tall buildings, and marine structures. They are capable of creating strut-like compression components between applied loads and supporting structures through their distinctive load and support setup, thus being effective load-distribution elements in various structures. According to ACI code 318-18 [1], beams are classified as deep beams for flexion, with
Role of Mergers and Acquisitions of Public Sector Banks in Viksit Bharat 2047
Abstract The purpose of this study is to investigate the relationship between mergers and acquisitions (M&A) among public sector banks and their contribution to the vision of Vikshit Bharat by the year 2047, which is defined in India’s development goals. The consolidation of public sector banks through mergers and acquisitions has been seen as a strategic strategy for improving the efficiency, competitiveness, and financial stability of the banking system. The
Clothing Line Photoshoot – A Complete Guide for Fashion Brands
Clothing Line Photoshoot A clothing brand photoshoot is more than just taking pictures of clothes. It’s about telling a story, showcasing your brand’s identity, and creating visuals that resonate with your target audience. High-quality photography can make or break a fashion brand, as it’s often the first impression customers have of your products. Whether you’re launching a new collection or refreshing your marketing materials, a well-executed photoshoot is essential for
Understanding and Addressing Bullying in Schools
Bullying is a widespread problem in schools and can significantly affect students’ emotional, psychological, social, and academic lives. It does not result from a single personality trait or personal problem. Instead, bullying develops through interactions among individual behavior, peer relationships, family experiences, school environments, community conditions, and wider cultural attitudes. Addressing it therefore requires more than punishing individual students after an incident has occurred. Schools must understand how bullying develops,
Long-Term Effects Of Walking On Your Physical And Mental Well-Being
Introduction Walking is one of the simplest forms of physical activity, yet its value is often underestimated. Unlike many structured exercise programs, it does not require a gym membership, specialist equipment, or advanced training. It can be fitted into ordinary routines by walking to nearby places, taking a longer route through a building, using stairs, or going outside for a short break. This accessibility is important because an exercise is
Shimla Agreement 1972 and India-Pakistan Relations Critical Analysis
Abstract The Shimla Agreement, signed between India and Pakistan in July 1972, marked a significant turning point in the bilateral relations between the two countries following the 1971 war. This paper critically examines the objectives, provisions, and consequences of the Shimla Agreement, assessing its impact on diplomatic, political, and military relations between India and Pakistan. The analysis considers both immediate and long-term effects, including border demarcation, the Kashmir issue, bilateral
A Nursing Director’s Approach To Managing Healthcare Budgets
Mentor Interview In the healthcare ecosystem, cost control is critical to delivering excellent patient care and maintaining a strong financial position (Bhati, 2023). This report focuses on budget management and includes a candid interview with Charlotte Jane, an experienced nurse leader, who has many years of experience in the area of financials. Charlotte is the Director of Nursing Operations where she works at a highly reputable healthcare facility and knows
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