Guides
Enhancing Vision Transformer Performance with Inductive Bias for Scene Recognition
Abstract Vision Transformers (ViTs) have emerged as a powerful alternative to convolutional neural networks (CNNs) for image classification tasks. While ViTs have shown impressive performance, there is room for improvement, especially when working with smaller datasets. In this work, we propose a novel fine-tuning approach that combines the strengths of ViTs and CNNs to enhance the classification accuracy of ViT models. We demonstrate that incorporating CNN features as additional input to the ViT model can significantly improve its performance on various scene classification benchmarks, including Scene15 and MIT67. Our results suggest that the synergistic integration of CNN and ViT features can lead to more robust and accurate scene recognition models.
By Rehman Sarwarabout a year ago in Writers
Sango Jingo vs France
In the 1980s (yeah, I was alive then) I invented my own constructed language ("conlang"), complete with grammar, syntax, and vocabulary. The Internet was new, and I believed making a de novo language to be a unique and clever way to see how it might evolve on a global scale.
By Gerard DiLeoabout a year ago in Writers
Why Choosing the Perfect Domain Name Is Crucial
Introduction Your domain name is not just an address on the Internet — it is your online identity in this digital age. A good domain name is an instant expert and builds customer confidence and increases search engines presence. A decision like this has can make or break your entire business, it’s a core pillar of your digital strategy. So choosing a domain name is one pretty crucial factor.
By Salman Shaikhabout a year ago in Writers
The Rapid Rise of Social Media Users
In recent years, social media has evolved from a simple communication tool into a monumental global force, reshaping not just the way we connect with each other, but also how we consume information, engage with businesses, and navigate the world. The proliferation of social media platforms has led to a rapid surge in their user base, making it one of the most significant and far-reaching phenomena in modern society. This unprecedented rise in social media users is a testament to the platform's ability to cater to an array of human needs—whether personal, professional, or social.
By Muhammad Faizan Khanabout a year ago in Writers
Why Service Apartments in Gurgaon Are Better Than Hotels
When planning a trip to Gurgaon, finding the right accommodation is crucial. The bustling city offers many choices, including traditional hotels and increasingly popular service apartments. If you’re wondering what makes service apartments in Gurgaon stand out, let’s dive into the reasons why they often surpass hotels for comfort, convenience, and value.
By Ragni Negiabout a year ago in Writers
Building loyalty with eco-friendly and sustainable packaging
Today being in the twenty-first century, more people are becoming conscious of the environment. We see it everywhere. From the use of reusable shopping bags to electric cars, environmentally friendly practices are now the order of the day. To any business owner, the use of sustainable packaging is not a fashion. It is an effective method to convey to your customers that you do care about the environment. The use of sustainable packaging can assist in creating brand equity while at the same time preventing the negative impacts of packaging on the environment. Now let’s look at how this can be done for your brand!
By Marilyn Coxabout a year ago in Writers
Driving Sales with SEO: How SEO for Dealerships Can Boost Their Digital Presence
As a dealer owner or manager, things have changed regarding car sales. Buyers don't come into your lot or call to inquire about a car as they once did. Rather, they sit online, review your inventory, read reviews, compare prices, and make a choice from home. This change means that if your dealership is not well set up for search engines like Google, you might be losing some possible sales. This is where SEO for dealerships becomes important.
By ashish kumarabout a year ago in Writers
