This article is a continuation of the previous article: Inkscape - Remove Image Background (AI) Extension.
If we already have a background removal environment for images (rembg library and Inkscape plugin Phoca - Remove Image Background (AI)), then we can simply create other different effects in Inkscape.
One such effect might be to insert text behind an object in a raster image. All can be seen in this video:
The principle is very simple. We make a copy of the main image. On the copy, remove the background according to this tutorial: Phoca - Remove Image Background (AI) and add text. So we will have three layers:
- the main image
- a copy of the image without the background
- text
Now we just need to move the text layer between the main image layer and the copy image layer.
Phoca - Remove Image Background (AI) extension is an Inkscape extension to help you easily remove backgrounds from raster images (JPG, PNG, WEBP, ...) using AI and the Rembg library.
With Phoca - Inkscape Remove Image Background extension you can remove image background with help of different AI models. There are following options:
Just follow Inkscape guides for installing Inkscape extensions (download the ZIP package and unzip it to Inkscape extension folder and restart Inkscape)
This extension needs the Python libraries Rembg and PIL and many of their other dependencies to run properly. So before using this extension, you need to install this complete environment using Python.
In recent years, advancements in artificial intelligence have brought about impressive tools that simplify tasks which once demanded extensive manual labor and expertise. One such application is the use of AI models for background removal in images - a task that traditionally required attention to detail, often done manually with graphic design software. While AI offers significant efficiencies, each model comes with its own strengths and limitations, presenting new challenges and considerations. This article explores these challenges, showcases examples, and demonstrates how combining multiple AI models can yield results that are both more accurate and flexible.
A video is also available for this article, showcasing the processes described.
Background removal may seem straightforward, but it often involves complex decisions, such as differentiating between objects and their backgrounds based on color, shape, and texture. AI models use training data to make these decisions, but no single model is perfect for all scenarios. A model that performs well on one type of image may fail on another due to variations in background complexity, lighting, or object color. Therefore, when using a single model, imperfections are almost inevitable. This could manifest as either a part of the object being erroneously removed or the background not being entirely erased, leaving unwanted remnants.
Many professionals who work with these tools know how frustrating it can be to spend hours fine-tuning an AI model’s settings or manually correcting small errors, only to find that the results are still not up to par. Fortunately, combining multiple AI models can offer a solution.
To illustrate the benefits of combining models, let’s explore a specific example where each model, when used alone, falls short. In this example, we have two AI models, each with unique strengths and weaknesses:
Model 1 is proficient at removing backgrounds but occasionally removes parts of the object if it shares a similar color with the background. This can be problematic when the object of interest is not well-delineated from the background, as the model may interpret sections of the object as part of the background and erase them.
Model 2, on the other hand, tends to leave slight edges or shades around the subject, even though it effectively removes most of the background. While it preserves the main object better than Model 1, these residual edges often require manual post-processing.
By combining these models in sequence, we can overcome their individual limitations. In this example, we use Model 2 as the initial layer of processing, allowing it to remove most of the background while leaving a small edge around the subject. This step ensures that the object remains mostly intact, even if it shares colors with the background. Next, we apply Model 1 to refine the edges, removing the remaining unwanted background and creating a cleaner, more accurate result.
This two-step approach effectively compensates for the shortcomings of each model, delivering a refined image that neither model could produce on its own. This example illustrates how a hybrid approach can reduce manual intervention and produce a polished result more efficiently.
The effectiveness of a background removal model doesn’t just depend on the AI - it also depends on the characteristics of the input image. Images with high contrast between the subject and the background generally yield better results with single-model processing, as the AI can more easily differentiate between the two. However, real-world images are rarely this straightforward. An object may have colors or textures that are too similar to the background, causing even the best models to struggle with segmentation.
Interestingly, a result that appears unsatisfactory for one purpose may be exactly what is needed for another. For example, leaving a slight edge around a subject may be undesirable for certain professional contexts, but it could work well for marketing materials where the subject stands against a similar-colored background. Likewise, a model that removes parts of the object can be useful in cases where a silhouette or a partially masked effect is desired.
This variability emphasizes the importance of carefully selecting images based on the intended outcome and choosing models or combinations accordingly. In cases where achieving precision is a priority, using multiple models becomes essential to refining the output to the highest possible quality.
Another practical example highlights the need for flexibility in background removal. Suppose we have an image with an object that shares colors with the background, but in this case, we actually want to remove this object entirely. The first AI model successfully retains the object, assuming it to be part of the primary subject. While this may be useful in some situations, it contradicts our specific requirement in this scenario.
To achieve the desired result, we turn to another model that is better suited to identifying and removing the object completely. This process allows us to eliminate the unnecessary object while preserving the quality and accuracy of the image. This example underscores the adaptability of AI - using multiple models, we can achieve vastly different outcomes based on our needs without being restricted to a single interpretation of the scene.
The combined use of multiple AI models in image processing unlocks new potential for more nuanced and reliable results. While individual models may fall short in certain respects, their combination can address complex segmentation issues that would otherwise require intensive manual correction.
Here are some advantages of this approach:
Increased Accuracy: By layering models with different strengths, it’s possible to address edge cases that would be challenging for any single model, resulting in a more precise background removal.
Reduced Manual Intervention: With the appropriate model combinations, the need for tedious manual adjustments decreases significantly, saving time and effort.
Customization for Specific Requirements: Different projects have different requirements. Some might need perfect isolation of the subject, while others might be looking for a more stylized result. Combining models offers the flexibility to tailor outputs based on unique project demands.
Enhanced Quality: The hybrid approach allows for high-quality outputs that can be used in professional environments where accuracy and clarity are important.
Improved Efficiency: For high-volume work, such as in e-commerce or media production, using model combinations can create consistent, high-quality results more efficiently than relying on a single model or manual methods.
The field of image processing is a dynamic landscape, and AI has undoubtedly become a powerful tool within it. However, it’s essential to recognize that no single AI model can handle all types of background removal with perfect accuracy. By combining multiple AI models, we gain the ability to tailor our approach to each image’s unique characteristics and our specific goals. This synergy minimizes the weaknesses of individual models while amplifying their strengths, ultimately leading to cleaner, more reliable, and more versatile results.
As AI technology continues to evolve, we can expect even greater specialization among models, which will open new doors for creative and practical applications alike. In the meantime, the approach of combining models stands as a valuable strategy, empowering users to harness the full potential of AI in creating polished, professional images. Whether for design, marketing, or other industries, mastering this technique will be a crucial asset for anyone seeking to make the most out of AI-driven image processing.
If you're a seasoned WordPress user, you likely know your way around its intuitive interface, extensive plugin library, and theme system. However, at some point, you might have hit a wall with WordPress. Whether it’s performance, flexibility, or scaling issues. Perhaps you're looking for a Content Management System (CMS) that offers more control, robustness, and performance right out of the box. This is where Joomla comes in.
Joomla is an open-source CMS like WordPress, but it is built to deliver more power, scalability, and flexibility, without requiring as many hacks or workarounds. In this guide, we will dive into the key differences between Joomla and WordPress, highlighting the strengths of Joomla as a modern CMS that excels in performance, accessibility, best practices, SEO, and much more.
WordPress and Joomla have different design philosophies, and understanding these differences is key to seeing why Joomla might be the better solution for your next project.
WordPress is easy to use, and for many, it serves as a great tool for small to medium-sized websites or blogs. However, WordPress’s ease of use can sometimes come at the expense of flexibility. As you grow into larger, more complex sites, WordPress’s structure starts to feel limited, and many users resort to hacks or extensive plugins to meet their growing needs.
Joomla, on the other hand, is designed from the ground up as a true system, built on a robust and modular architecture. What does this mean for you?
Joomla is built on modern PHP and MVC architecture (Model-View-Controller), adhering to strict coding standards, which makes it future-proof and easy to maintain over time.
One of Joomla’s most powerful features is its template override system. In WordPress, customizing the layout or design of a plugin or theme can often require you to modify the core files, which risks losing your changes during updates. This is one of the most frustrating aspects for developers.
With Joomla, template overrides allow you to completely customize the way any part of your site is displayed without touching the core files. This means:
This flexibility makes Joomla particularly appealing to developers and designers who want the freedom to craft custom layouts, but without the technical debt that can come from hacking core files.
WordPress menus are often seen as an afterthought. You create your pages and posts first, and then add them to your menu later. Joomla takes a fundamentally different approach - menus are the foundation of your site’s structure.
In Joomla:
Additionally, Joomla’s use of relative URLs (for example image paths) ensures that when you move your site from a development environment (like localhost) to a live server, your links remain intact. This significantly simplifies site migration - a pain point for many WordPress users.
In WordPress, everything is typically handled through plugins - whether you’re adding a widget, a custom post type, or even complex functionalities like a shopping cart. This approach, while simple, can result in bloated plugins that try to do everything.
Joomla adopts a more structured, modular approach:
This clear separation of duties makes Joomla cleaner and more maintainable than WordPress, reducing the risk of plugin conflicts and performance degradation.
WordPress users often rely heavily on third-party plugins like Yoast for SEO or WP Rocket for performance optimization. In contrast, Joomla includes many performance and SEO features out of the box, giving you better control from day one.
Some of Joomla’s built-in performance and SEO advantages include:
These features help boost your site's visibility and speed without the need for additional plugins.
For those running membership sites or needing granular control over user permissions, Joomla’s Access Control Level (ACL) system is a massive advantage.
While WordPress relies on roles and capabilities to manage user access, Joomla takes it several steps further with ACL:
This system makes Joomla highly suitable for enterprise-level websites, community platforms, or any site that requires detailed control over user permissions.
WordPress requires third-party plugins like WPML or Polylang for multilingual support. In contrast, Joomla has multilingual capabilities built-in from the very beginning.
Joomla’s native multilingual system allows you to:
Joomla’s multilingual support is robust and doesn’t require additional plugins, reducing the risk of conflicts or performance issues.
Joomla’s content system is inherently more flexible and scalable than WordPress. In WordPress, you primarily manage content through posts and pages, while custom post types often require plugins or additional coding.
Joomla treats content differently:
Both Joomla and WordPress have strong communities dedicated to maintaining security, but Joomla includes several security features as standard:
While WordPress security heavily depends on third-party plugins, Joomla's core already includes many of the necessary tools to build a secure website.
Joomla’s development community emphasizes best practices, from following modern PHP standards to maintaining a high level of code quality. Joomla’s extensions and core features are regularly updated to reflect advancements in web technology, performance optimization, and security.
Additionally, Joomla has a very active community of developers, users, and contributors. You'll find:
If you're considering Joomla over WordPress, here’s a quick look at the key benefits Joomla provides:
A Modern, Well-Architected System: Joomla is built with modern coding standards (MVC architecture) that make it more scalable, secure, and easier to maintain without requiring the patches or hacks that WordPress often needs for more advanced projects.
Template Overrides: Full customization of templates and layouts without the need to modify core files, ensuring that updates are seamless and your site remains future-proof.
Menu-First Structure: Joomla’s powerful, flexible menu system gives you complete control over how your content is organized, how users navigate your site, and how URLs are structured. No more struggling with URL customizations or relying on plugins for navigation control.
Modular Extensions (Plugins, Modules, Components): Joomla separates its functionality into clearly defined types of extensions (plugins, modules, components) to maintain cleaner, more efficient code. This structure reduces conflicts between extensions and ensures that your site remains fast and reliable.
Performance & SEO: Joomla comes with built-in performance and SEO optimization tools, such as search engine-friendly URLs, GZIP compression, metadata management, and caching. You don’t need to install multiple third-party plugins to get your site fast and SEO-friendly - Joomla has you covered out of the box.
Advanced Access Control (ACL): Joomla’s robust ACL system offers incredibly granular control over user permissions. This is a major advantage for websites that need fine-tuned access rules for different groups of users - ideal for membership sites, corporate intranets, and large organizations.
Native Multilingual Support: Joomla has multilingual capabilities built directly into the core, allowing for seamless management of multiple languages without the need for third-party plugins. WordPress, in contrast, requires separate plugins like WPML, which can slow down your site and complicate the setup.
Content Flexibility: Joomla’s content management system is more versatile, with articles, hierarchical categories, and custom fields built into the core. It offers much more flexibility and control than WordPress’s standard post and page types.
Security: Joomla’s strong emphasis on security, with built-in features like two-factor authentication, bcrypt password encryption, and granular ACL permissions, means that it is often considered more secure out of the box compared to WordPress, which relies heavily on third-party security plugins.
Easy Site Migration: Joomla’s use of relative URLs makes it easier to migrate a site from a development environment to a live server, as it eliminates the need to manually adjust links or paths. WordPress often requires more manual effort in this area, especially when moving from localhost to a live server.
Strong Development Community & Best Practices: Joomla’s developer community places a strong emphasis on maintaining best practices in coding and security. The result is a CMS that stays ahead of the curve in terms of features, security updates, and performance enhancements.
Built-in Features that Don’t Require Plugins: Joomla comes prepackaged with a number of advanced features like content versioning, access control, custom fields, search-friendly URLs, multilingual support, and contact management - all without needing additional plugins. WordPress requires a variety of third-party plugins to achieve the same functionality.
Faster and Easier Large-Scale Development: If you're developing larger, more complex websites or web applications, Joomla's structured approach and built-in capabilities make it a better fit than WordPress. Joomla scales more naturally without relying on extensive customizations and plugins that can slow down a WordPress site as it grows.
More Control Over Every Aspect of Your Site: From menu management to content presentation, Joomla offers more granular control at every level. Whether you're a developer who needs to override templates or a site owner who needs to customize metadata and menu layouts, Joomla’s flexibility is unparalleled compared to WordPress’s often simplistic approach.
While WordPress is an excellent choice for smaller sites, blogs, and straightforward content, Joomla is better suited for projects where scalability, control, and performance are critical. Joomla excels in situations where you need:
Some specific scenarios where Joomla might be a better fit than WordPress include:
Joomla is a modern, powerful, and flexible CMS that offers many features out of the box that WordPress users often rely on plugins to achieve. Whether it's performance, security, SEO, or customization, Joomla allows you to create sophisticated, feature-rich websites without the need for extensive plugins or coding workarounds.
If you’re currently using WordPress but feel limited by its structure, or if you’re frustrated with the constant need for plugin updates and custom hacks, Joomla offers a more robust, flexible alternative. It’s designed for developers and site owners who want more control, scalability, and performance from their CMS.
By switching to Joomla, you’re not just adopting a new CMS - you’re embracing a system that focuses on doing things right, with best practices and future scalability in mind. It might take some time to learn its more structured approach, but the rewards in terms of flexibility, security, and control are well worth the investment.
So, dear WordPress users, welcome to Joomla - a CMS designed for those who want to build better, more secure, and scalable websites. Dive in, and explore a new world of web development possibilities.
WordPress has long reigned as the go-to content management system (CMS) for websites, powering over 40% of the internet as of 2023. However, in 2024, inconveniences began to manifest themselves, which affect its dominant position in the market. Issues surrounding third-party plugin vulnerabilities, compatibility struggles with the Gutenberg editor, the growing complexity of the platform, and disputes with hosting companies like WP Engine have left some users searching for alternative CMS solutions.
Whether you're a small business owner, a developer, or a content creator, it's essential to explore alternatives to WordPress that might better suit your needs in 2024. In this article, we'll examine several leading content management systems (CMS), each offering unique strengths and weaknesses. These platforms include Joomla, Drupal, ClassicPress, and JavaScript-based CMS options like Ghost and Strapi. By the end, you'll have a clear understanding of what's available and which CMS might be the right fit for your next project.
Joomla is one of the most stable and most well-established alternatives to WordPress. It has built a reputation as a flexible and robust CMS, offering more advanced features out-of-the-box than WordPress. With an active community and a wealth of extensions, Joomla is a powerful platform for developers and users who need more control over their website's design and functionality.
Pros:
Cons:
Learn more: Joomla!
Drupal is the choice of many large enterprises, government websites, and educational institutions. Known for its scalability, power, and security, Drupal is a robust CMS for developers who need to build large and complex websites.
Pros:
Cons:
Learn more: Drupal
ClassicPress is essentially a fork of WordPress that keeps the classic, pre-Gutenberg editing experience. It was born out of frustration with the block-based Gutenberg editor that was introduced in WordPress 5.0, and it remains a good choice for those who prefer the old WordPress interface or want a more lightweight CMS.
Pros:
Cons:
Learn more: ClassicPress
Ghost is a JavaScript-based CMS that has gained popularity in recent years, particularly among bloggers and content creators. Built on Node.js, Ghost is designed for speed and simplicity, making it a powerful alternative for those focused on writing and publishing content.
Pros:
Cons:
Learn more: Ghost
Strapi is a popular headless CMS that's built with JavaScript and designed to work with modern front-end frameworks like React, Vue, or Angular. It separates the back-end content management from the front-end display, allowing developers to have full control over the user experience.
Pros:
Cons:
Learn more: Strapi
Grav is a flat-file CMS that doesn't use a database. Instead, it stores all data in files, making it lightweight and fast. It's perfect for small websites and developers looking for a minimalist, flexible solution.
Pros:
Cons:
Learn more: Grav
Backdrop CMS is a lightweight, user-friendly alternative to Drupal, designed specifically for smaller businesses and nonprofits. It shares a lot of the same architecture as Drupal but simplifies the user experience, making it a more accessible choice for those who want the power of Drupal without the complexity. With its focus on usability, affordability, and backward compatibility, Backdrop is a solid choice for those seeking a middle ground between the flexibility of Drupal and the ease of use of WordPress.
Pros:
Cons:
Learn more: Backdrop CMS
While WordPress continues to dominate the CMS landscape, 2024 offers a growing number of compelling alternatives that cater to different user needs. Whether you're seeking more flexibility, enhanced security, better performance, or simply an easier user experience, platforms like Joomla, Drupal, ClassicPress, Ghost, Strapi, and Grav all present viable options.
Ultimately, the best CMS for your project will depend on your specific needs, technical skill level, and the scope of your website. Whether you're building a large corporate site, a small blog, or a custom application, the alternatives to WordPress in 2024 offer plenty of opportunities to find the perfect platform. Take the time to evaluate each option's strengths and weaknesses, and you'll be well-equipped to create a website that meets your goals, without the frustrations that WordPress can sometimes bring.