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Although visual examination (VE) is the preferred method for caries detection, the analysis of intraoral digital photographs in machine-readable form can be considered equivalent to VE. While photographic images are rarely used in clinical practice for diagnostic purposes, they are the fundamental requirement for automated image analysis when using artificial intelligence (AI) methods. Considering that AI has not been used for automatic caries detection on intraoral images so far, this diagnostic study aimed to develop a deep learning approach with convolutional neural networks (CNNs) for caries detection and categorization (test method) and to compare the diagnostic performance with respect to expert standards. The study material consisted of 2,417 anonymized photographs from permanent teeth with 1,317 occlusal and 1,100 smooth surfaces. All the images were evaluated into the following categories: caries free, noncavitated caries lesion, or caries-related cavitation. Each expert diagnosis served as a reference standard for cyclic training and repeated evaluation of the AI methods. The CNN was trained using image augmentation and transfer learning. Before training, the entire image set was divided into a training and test set. Validation was conducted by selecting 25%, 50%, 75%, and 100% of the available images from the training set. The statistical analysis included calculations of the sensitivity (SE), specificity (SP), and area under the receiver operating characteristic (ROC) curve (AUC). The CNN was able to correctly detect caries in 92.5% of cases when all test images were considered (SE, 89.6; SP, 94.3; AUC, 0.964). If the threshold of caries-related cavitation was chosen, 93.3% of all tooth surfaces were correctly classified (SE, 95.7; SP, 81.5; AUC, 0.955). It can be concluded that it was possible to achieve more than 90% agreement in caries detection using the AI method with standardized, single-tooth photographs. Nevertheless, the current approach needs further improvement.
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We aim to build a useful and good AI picture generator for all users. When utilizing our AI image generator, kindly adhere to our content creation guidelines. Don't create harmful content. Additionally, kindly inform your viewers that the content includes AI-generated images.
Fotor utilizes a Stable Diffusion model to make the Fotor AI art generator. Using artificial intelligence advanced machine learning algorithms to learn from and train on specific large datasets of existing images to generate new images that closely resemble the dataset. Meanwhile, we added some negative prompt options. Our AI picture generator ensures your creations are generated perfectly.
AI generates images with vibrant colors and high quality. It is due to the machine learning model scanning millions of images on the Internet along with the associated text. Through learning and training, the AI model can predict what an image should look like based on your provided text.
Yes, every image you generate on the Fotor AI image generator is unique. You do not need to spend time designing from scratch. Type your description and watch your vision transform into vibrant images. The limitation of generating images is your imagination.
Our aim is to make beautiful images accessible to everyone. Fotor quickly embraced the trend of artificial intelligence and became the world's first to develop an AI image generator. In order to ensure our community creates beautiful images easily and safely, we did so much work behind this product.
1. We tested a large of images of input prompts for terms that might generate inappropriate content and set some rules to avoid unsafe situation happen. If you still get some unsafe content, just report it to our customer service.
When it comes to AI picture generators, Fotor's offering is the best of the best. Our easy-to-use tool produces high-quality images and is completely free to try! Whether you're an expert or a beginner, our text-to-image AI generator is the perfect choice for you. No special skills are needed - simply let your imagination run wild and enter your description in the generating box to create amazing AI-generated images for any occasion. So why wait? Try out Fotor's AI picture generator today and take your creativity to the next level!
This is the new open question for the whole world. There is still no answer to this question. Currently, Fotor does not make any copyright claim over the output Content that User generates and does not have the ability to license or release the use of that output Content to User. Please note that this situation may change as the development of copyright laws in various jurisdictions.
Get ready to have some fun with AI-generated images! With just a few clicks, you can create unique and artistic paintings, fictional images, game assets, house designs, and more. Say goodbye to spending hours on prototype drawing - with Fotor's AI image generator, you can focus on your creativity and easily create eye-catching posts. Transform your photos into stunning art styles and let your imagination run wild. So why wait? Try out Fotor's AI image generator today and unleash your creative potential!
Sure, you can use our text-to-image generator on pc and mobile. Fotor's AI picture generator is also available on Windows, Mac, iOS, and Android. Simply input the description of your ideas to get started generating online. Catch your thoughts anytime, anywhere for free.
It's simple to get the perfect images or create stunning visuals with our AI image generator. Dream it, and use text to image online to visualize it. Easily create different AI images for products, characters, and portraits at your fingertips even if it doesn't exist yet.
Type your simple text description and our AI generator lets you create images in seconds. Powered by AI technology, our AI image creator makes it easy to bring imagination to life. The possibilities for creativity are endless!
Effective prompts are crucial for image creation from text. Consider using this formula: subject + detailed description + environment + art style + lighting + image quality. For example, "Half body portrait of a beautiful blonde girl in a white dress, in the forest, oil painting art, soft natural lighting, and HD image quality.
Moreover, the initial prompts carry greater significance. You can add parentheses around keywords to signify an increased value for that specific keyword. For instance, "(horse:1.3), a tiger in art style".
Making an avatar has never been easier. Text to image can bring your vision to life. Fotor's image-to-image generator is also available. Use a generated image or upload your own, then select a style or type a prompt, adjust similarity settings, and create various outputs like professional headshots or cartoon AI avatars in seconds. Unlock free account benefits and credits today.
Apart from customizing image style and ratio, Fotor photo editor offers a comprehensive range of photo editing options. Once your image is generated, you can enhance it with various editing tools, including AI upscaling, background removal and replacement for improved visuals, as well as adding captions or graphics from our library to AI images for more effective storytelling.
Capture your thoughts and bring your ideas to life with Fotor's AI picture generator from text! Simply input your image keywords in the box or choose from our default text prompts to enrich your image description and get the perfect result. With Fotor's AI photo generator app, creating artistic works is easier than ever before.
The best part is that it has also launched an image-to-image AI photo generator. Apart from that, you can define your style including Photography, Conceptual art, Anime, Cartoon, Oil painting and more.
Let alone do what we ask them to do. "Give me two pictures of Josef K. from Kafka's The Trial. One as though the photographer was Diane Arbus and the second one as though the photographer was Henri Cartier-Bresson."
Ethics and philosophy aside, most major game studios are currently updating their contracts to prohibit the use of generative AI. The film industry is sure to follow, if it hasn't already. I know this eludes techbros' hype bubble, but generated imagery is in copyright limbo. The law always lags a few years behind disruptive technology, and it is not at all clear yet where it's going to land (and there are already legal precedents of individuals being denied copyright of AI images).
All these images may end up in public domain, or even as property of the algorithm's creator, which would be even funnier. No sane company would risk its IP for a workflow speed-up that it doesn't really need in the first place (and believe me, they don't).
Generative fill seems like a more innocuous kind of AI, but it still constitutes whole portions of your image not being yours. You'd need to prove that your use of it is "transformative", as defined by law. That definition is vague, though, and too dated to cover AI use cases, so the extent of changes needed is unclear. Are a few adjustment layers on top considered "transformative"? A liquify? Good luck with that.
Individuals who roughly deny that significant societal changes are due to factors such as technological advancements, even in the face of factual evidence, can exhibit different characteristics and attitudes. Here are some possible factors that may come into play:
Every artist I know and follow is ardently against generative AI. There are serious ethical concerns in how Adobe and others have obtained the data, as well as legal ambiguity that leans toward being unable to copyright the resulting images.
It's gotten to the point that digital artists who grew up on Adobe products are boycotting them completely now. And a lot of those artists are picking up Serif's products to fill that hole. I've personally been recommending the products solely because they don't support AI image generators. This is a serious issue for creatives and it absolutely drives the decision to purchase Serif's products. 152ee80cbc
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