A Safer Web Experience: Deep Learning-Enhanced Obscene Content Filtering Plugin

Our lives have benefited greatly from the internet's rapid development, but it has also presented new challenges. Obscene content and advertising on websites is one such issue that users find highly offensive and upsetting. The language or imagery used in the content, as well as any graphic or personal values, may be explicit. When obscene content is readily available, it can pose a major risk to youngsters who are unaware of it, negatively affecting their development. Pictures, videos, or words that are inappropriate for minors' emotional development may be found in this type of content. Users are distressed when obscene content is present on web pages, which has a detrimental effect on their online experience. Users may mistakenly click on obscene adverts or other content that directs them to dangerous websites, endangering their safety and online security. Our study report suggests a novel solution—installing a web plugin or extension in the web browser—to address this crucial issue. This plugin will examine or scan the webpage's elements and advertisements. It will be able to tell the difference between NSFW (Not Safe For Work) and non-NSFW content and use a blocking mechanism to obfuscate the NSFW or offensive material.