Understand AI Image Models: Why They Fall Short & What's the New Way

The current state of AI image generation models: A detailed check

In just a few years, AI image generation has gone from being a niche research field to becoming a popular mainstream creation tool. As a result, millions of people now use these AI tools to make beautiful pictures without needing a camera or paintbrush. These powerful AI image models can take text descriptions and turn them into eye-catching images. AI image models have come a long way since the AI boom, with several competitors available on the internet today, but among them, a few have emerged as key players in this field:

• DALL-E 3 by OpenAI

When it first came out as the follow-up to DALL-E 2, this model became famous for being able to understand and interpret very complex prompts with great accuracy. It's particularly good at making photorealistic images because DALL-E 3 is great at making pictures with coherent compositions and realistic lighting effects.

• Stable Diffusion by Stability AI

This open-source model changed the way AI image generation was being used by everyone. Unlike its competitors, it can run on consumer-grade hardware. This means that developers can now make apps without having to rely on cloud services. It's known for being versatile, and many versions (or models) have been made to focus on specific styles and capabilities.

• Midjourney

Designed with a strong focus on art, Midjourney became famous for making striking, almost painterly pictures with their own unique looks. Because it can make beautiful, artistic compositions that often have a dreamlike quality, it has become very popular and is now a favorite among creative pros.

Interestingly, as impressive as these models are, they still struggle with creating consistent quality with realistic details. The images they produce often contain subtle (and sometimes not-so-subtle) flaws that make it easy to tell that they were made by AI. In the coming section, we'll take a closer look at some of the limitations and why they persist even with today's advanced AI models.

Why current AI image models fall short

Even though they can do amazing things, today's AI picture generators still make mistakes that show they were made by humans. Even the most advanced models still struggle with some of the issues we'll be explaining, issues that make them look less real. Some of the current problems people face with AI image generators are:

• The "AI greasy" effect

Have you noticed that the skin in pictures made by AI sometimes looks too smooth or shiny? This unique look comes from the fact that AI models often try to remove the natural texture of the skin while adding a strange reflective quality in order to make the skin pop. This results in making the skin look waxy and almost like plastic—the creations by today's AI image models sometimes lack the subtle imperfections and variations that make the skin look natural.

• Anatomical distortions

AI models often face problems with the human body, especially when it comes to hands and faces. The infamous "six-fingered hand" problem is now more or less a trademark of AI art, with models often adding extra digits or making hands that are the wrong size and shape. Faces often get stuck in the "uncanny valley" territory with slightly off features: eyes that aren't symmetrical or expressions that don't seem natural and feel emotionally disconnected.

• Blurry details and low resolution

If you look closely at pictures made by AI, you will immediately notice that small details often look smudged or off. This problem becomes amplified when the image is bigger because the models find it difficult to keep the quality of all the elements the same. The most damage is usually done to images with background elements, textures, and patterns with lots of small details that get blurry or distorted over time.

• Text rendering problems

The current AI models on the internet today find it hard to make text understandable in images. One of the common issues you can encounter is seeing the letters looking mixed up, words turning into strings of characters you can't make meaning of, or text elements that blend together in unnatural ways. This problem makes it hard for AI-generated pictures to be used for designs that need text, like posters, book covers, and ads.

These problems show how far AI has to go before it can create images that look like they were made by professionals. Even though technology keeps getting better, these problems make it harder for people to get realistic images that are good enough for publication.

Dreamina image 3.0: Freshly evolved AI image models

Meet Dreamina Image 3.0, a breakthrough model that creates genuinely realistic images without the typical AI giveaways. Based on new training data and evolved algorithms, Dreamina AI generator produces truly lifelike results with natural skin textures and proper anatomical details. It delivers impressively clear, high-resolution images (up to 2K) that maintain quality even when enlarged. Most impressively, Dreamina solves the text rendering problem—It accurately displays both title and body text font, ideal for creating complete designs without additional editing. The professional-grade output rivals work from studio photographers and artists, with perfect attention to lighting and composition.

Steps to use the Dreamina 3.0 image model

Eager to try Dreamina out? Visit the link below, create a free account, and then follow the easy steps outlined below to create your first realistic image with Dreamina:

STEP 1
1. Write your prompt

Once you are signed in, navigate to the Image generator tab and click on Generate. Inside the generator, click on the empty text box you see in the left panel and write your prompt. Make sure your prompt is detailed and clear to get the best results.

Here's a sample prompt to inspire you: Create a professional portrait photograph of a young woman sitting by a window with soft morning light. She has a warm, genuine smile and is wearing a casual white blouse. The background shows a slightly blurred modern living room.

STEP 2
1. Generate

Next, choose a model—click on Model and select Image 3.0. After choosing the model, select your preferred resolution (Standard 1K or High 2K), then pick a preferred Aspect ratio and hit Generate.

STEP 3
1. Download

After a few seconds, Dreamina's AI will present you with 4 unique photos based on your prompt and generation settings. Click on any image you like to preview it. If you are happy with the photo you generated. Click the download icon at the top of the image to save it on your computer.

Other cool AI features

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1. AI inpainting

Dreamina’s Inpaint feature allows you to redraw or modify any part of your image with ease. Simply use the paintbrush to mark any area you want to change, describe what you'd like to see instead, and watch as the AI seamlessly blends new elements that perfectly match the style and lighting of your original image.

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1. Magic remover

Eliminate unwanted objects or distractions with just a few clicks. The Remove tool in Dreamina allows you to take off elements you no longer want to see in your image. After erasing an element, the AI intelligently fills the space with contextually appropriate background content that looks completely natural.

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1. HD upscaler

Turn lower-resolution images into crystal-clear, high-definition versions without losing quality. Dreamina's HD Upscale feature analyzes your image to enhance details, sharpen edges, and improve overall clarity. This makes it perfect for enlarging photos or preparing images for print.

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1. Magic expander

With Dreamina's Expand tool, you can do just that. It intelligently extends your picture beyond its boundaries, creating new content that perfectly fits the style and context of your original. This tool makes it easy to change the aspect ratio or add more space to any photo without stretching or distorting it.

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1. AI blender

With the Blend feature in Dreamina, you can combine two images to create a single work of art. It intelligently combines the elements in both photos in a way that makes it feel natural. The Blend tool is perfect for putting together composites, collages, and other unique works of art that look like they were meant to be together.

Real uses: Where Dreamina AI model image generator shines

• Marketing & advertising

Create eye-catching campaigns that capture attention in today's visually saturated marketplace. With Dreamina, you can generate product showcases featuring true-to-life textures and perfect lighting that highlight your offerings exactly as intended. Need fresh social media content daily? Instead of scheduling expensive photo shoots, you can quickly produce scroll-stopping visuals that look professionally photographed, maintaining consistent brand aesthetics while saving significant time and resources.

• Design & illustration

Moving beyond basic images, Dreamina elevates your design work to new heights. Book covers created with Dreamina’s Image model 3.0 feature striking visuals paired with properly rendered text—something previously impossible with AI generators. For editorial projects, you can develop illustrations with a consistent style throughout an entire publication, giving your AI drawing a cohesive, professional look without having to hire many specialized artists or spending days doing it yourself.

• E-commerce

The quality of your product’s photo directly impacts its conversion rate. Beyond basic product photos, with Dreamina, you can now create contextual photos showing your products in various settings or situations, helping customers better see how the products you are selling can fit into their lives. Plus, you can also generate consistent catalog photos for your entire inventory, even when the items are not physically available for photography.

• Content creation

In today's content-hungry world, visuals often determine whether your message gets seen or read. Dreamina can help you create social media posts with harmoniously integrated text and image elements that boost engagement rates. Video creators are not left out, they can also use Dreamina to create professional thumbnails that increase click-through rates while keeping their visual brand consistent across all platforms.

• Education & presentations

Use Dreamina to build impactful learning materials that improve student understanding by providing clear visual explanations of abstract concepts. For presentations, you can develop custom visual aids that perfectly illustrate your points instead of relying on generic stock photos. This approach works particularly well for specialized fields where appropriate images might be scarce or in made-up situations that would be hard to photograph.

Conclusion

AI image models have come a long way, but most of them still struggle with problems like garbled text, unrealistic skin textures, and mistakes in anatomy. Because of these issues, it is simple to spot pictures made by AI, which limits their use in real life. Enter Dreamina Image 3.0, the breakthrough model that finally solves these long-standing problems. With its ability to create truly lifelike images featuring natural textures, accurate anatomy, and proper text rendering, Dreamina stands out as a professional-grade solution. It can help you make visuals that look as good as those made by professionals, whether you're making marketing materials, design projects, product visualizations, or educational content. Ready to experience the difference? Try Dreamina today and see what genuinely realistic AI-generated images look like.

FAQs

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1. Why do AI image models often make photos that look unnatural or "plastic"?

Most AI image models create that "plastic" look because they're trained on optimized web images that already have smoothing filters applied. These models then overemphasize smooth textures while struggling to recreate natural skin pores, subtle imperfections, and realistic light reflection. The result is that waxy, artificial appearance we've come to recognize as "AI-generated."

Dreamina Image 3.0 takes a different approach by specifically focusing on realistic texture preservation. Unlike other models, it maintains natural skin details and proper light interaction, creating images that look genuinely lifelike rather than artificially smooth. Ready to see the difference? Try Dreamina today for photos that avoid that telltale plastic appearance.

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1. Why does text generated by AI image generator models sometimes appear garbled?

Text rendering has been a persistent challenge for AI image models because they process images holistically rather than understanding text as meaningful symbols. Most models treat text as just another visual pattern to reproduce, lacking the specialized understanding of how letters and words should appear. This results in jumbled characters, nonsensical words, or strange symbol combinations in place of proper text.

Dreamina Image 3.0 has been specifically engineered to handle text correctly. It recognizes both large and small text elements and renders them with proper spacing, consistent styling, and accurate character formation. Want to create images with readable text on your first try? Dreamina's advanced text handling makes it possible—visit Dreamina now to see for yourself.

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1. How can I reduce or remove unwanted artifacts using an AI image generator model?

The photos made with AI sometimes come with unwanted artifacts. The reason is that the models behind the generators struggle with complicated details or unusual elements. To reduce artifacts in your photos when using Image generators, try using simpler prompts, focusing on one main subject, or specifying a clean, minimalist style. Some users resort to manual post-processing in photo editing software to fix persistent issues.

With Dreamina, you have better options. It has a magic remove tool that allows you to easily mark and get rid of unwanted artifacts and an HD Upscale feature that intelligently enhances details. These tools work together to help you make clean, professional photos without having to do a lot of tedious editing by hand. Want to experience artifact-free image generation? Visit Dreamina today and try our specialized tools.