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ControlNet is a type of diffusion model used in image generation tasks, specifically in the Text-to-Image domain. It aims to control the generation process by obtaining additional supervision from a given textual description. By incorporating this textual information, ControlNet produces more accurate and controllable image generations. The model receives both a textual description and a random noise vector as input and generates a corresponding image output, aligning it with the given description more effectively. The ControlNet model helps improve the quality and control of text-based image generation tasks.

Use cases

ControlNet can be applied in various use cases that involve generating image outputs based on textual descriptions. Some possible use cases include: 1. Content Creation: ControlNet can be used in content creation for various industries such as advertising, gaming, and entertainment. It can generate high-quality images based on textual descriptions, allowing creators to visualize their ideas and concepts more effectively. 2. E-commerce: ControlNet can be utilized in e-commerce platforms to generate product images based on textual descriptions. This can be helpful for showcasing products that do not have actual images yet, allowing customers to get a visual representation of the product before making a purchase. 3. Virtual Environment Design: ControlNet can be employed in virtual environment design, such as video game development or architectural visualization. It can generate realistic images of environments based on textual descriptions, enabling designers to visualize and iterate on their concepts more efficiently. 4. Augmented Reality: ControlNet can play a role in augmented reality applications, where virtual objects need to be seamlessly integrated into the real world. By generating images that align with textual descriptions, ControlNet can assist in creating more realistic and contextually appropriate augmented reality experiences. Possible products and practical uses that could emerge from ControlNet include an AI-powered image generation tool for designers and content creators, an e-commerce platform with the ability to generate product images from text alone, a virtual environment design software with enhanced image generation capabilities, and an augmented reality development kit with improved object rendering based on textual descriptions. Overall, ControlNet opens up possibilities for more accurate, high-quality, and controllable text-to-image generation in a range of industries and applications.



Cost per run
Avg run time
Nvidia A100 (40GB) GPU

Creator Models

Controlnet_2 1$?11,665
Controlnet_1 1$?7,866
Controlnet Canny$0.013861
Controlnet_​1 1$?0
Controlnet_​2 1$?0

Similar Models

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Summary of this model and related resources.

Model NameControlnet
Control diffusion models
Model LinkView on Replicate
API SpecView on Replicate
Github LinkView on Github
Paper LinkView on Arxiv


How popular is this model, by number of runs? How popular is the creator, by the sum of all their runs?

Model Rank
Creator Rank


How much does it cost to run this model? How long, on average, does it take to complete a run?

Cost per Run$0.0115
Prediction HardwareNvidia A100 (40GB) GPU
Average Completion Time5 seconds