Decoding the Difference: RF Images vs. AI Images
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)
In a world flooded with interesting content, images play a vital role in capturing attention, evoking emotions, and pushing powerful messages. So, as technology advances, two terms used in the photography business have gained prominence: RF (Royalty-Free) and AI (Artificial Intelligence) images. Understanding the difference between these two is crucial for content creators, marketers, and businesses seeking to enliven their projects. In this blog post, we delve into the differences between RF images and AI images, shedding light on their unique characteristics and applications.
RF Images: Accessible, Versatile, and Cost-Effective
Royalty-Free (RF) images have long been a popular choice for content creators due to their accessibility and cost-effectiveness. Here's what you need to know about RF images:
- Licensing: RF images are typically licensed for a one-time fee, allowing users to utilize them in multiple projects without additional payments. The license grants non-exclusive usage rights, meaning the images can be used by multiple users.
- Cost: RF images are often available at very affordable price points, making them an attractive option. Stock photo agencies offer a wide range of RF images in a variety of themes, styles, and resolutions.
- Versatility: RF images are highly versatile and can be used across different platforms, including websites, blogs, social media, presentations, and print materials. These broad licensing rights allow for great flexibility in their usage.
AI Images: Cutting-Edge Technology Unleashed
With recent advancements in artificial intelligence, a new category of images has emerged—AI images, or genAI images, as they are sometimes called. Let's explore their unique characteristics:
- Creation Process: AI images are generated by artificial intelligence algorithms that have been trained on extensive datasets of existing images. These algorithms learn the patterns, styles, and characteristics of the training data and use computer machine learning to produce new images that emulate human creativity.
- Realism and Creativity: genAI images are highly realistic visuals, often indistinguishable from images captured by photographers. Additionally, AI algorithms can create unique compositions and even transcend the boundaries of reality, resulting in captivating and evocative creations.
- Customization: AI technology allows for the customization and adaptation to specific user preferences. Users can fine-tune AI algorithms to generate images tailored to their desired styles, themes, or requirements, ensuring a personalized touch to the visuals. For example, you could tell the computer to generate a portrait of an attractive blonde/brunette lady at sunset/early in the morning/at night and it could do so in a few seconds.
- Attractive Pricing: Platforms like NewscomAI have harnessed the power of AI to provide high-quality images at affordable prices. With AI-generated images starting as low as $2.99, users can license captivating visuals that meet their creative needs without straining their budgets.
Choosing the Right Image Type for Your Project:
When it comes to selecting between RF images and AI images, it ultimately depends on your specific requirements:
- RF images are ideal for cost-conscious individuals or businesses looking for a broad range of ready-to-use visuals that can be used across multiple projects.
- AI images are a great option for those seeking unique and customizable visuals that use the cutting-edge capabilities of artificial intelligence to create stunning and imaginative content.
Conclusion:
The spectrum of image sources continues to broaden dramatically! RF images offer accessibility, versatility, and cost-effectiveness, and genAI images use the power of AI to generate compelling new content. But only you can determine what makes the most sense for your application.
Whether you license RF images or try out genAI visuals, Newscom can help you captivate your audience and convey your message with memorable impact.
#RFImages #AIImages #VisualContent #Creativity #ArtificialIntelligence #RoyaltyFree #CuttingEdgeTechnology