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描述
What Is Text-to-Image Generation?
Text-to-image generation is the process of creating visual images from text descriptions. AI systems that can generate images from text, like PixyAI, are trained on massive datasets of images and the textual captions that describe them.
The AI learns the relationships between words and visual concepts, enabling it to generate new images from novel text descriptions. For example, if you enter the text "a red rose in a vase on a table", the AI can create a new image that matches that description.
How Text-to-Image Generation Works
The AI system is first trained on a dataset containing images and matching text descriptions. The system learns associations between words, phrases, and visual elements like colors, shapes, textures, etc.
When a new text prompt is entered, the AI identifies the keywords, concepts, and semantic relationships in the text. It determines what types of images may match the prompt based on its training.
The system then generates a new image from scratch by combining the visual elements it has learned. It starts with a blank canvas and adds colors, shapes, textures, and other components based on the text prompt.
Often, the AI will generate many images and select the one that most closely matches the input text according to its training. The selected image is then output as the result.
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