controlnet-openpose-sdxl-1.0
| Property | Value |
|---|---|
| Base Model | Stable Diffusion XL Base 1.0 |
| License | Other (OpenPose License) |
| Downloads | 36,183 |
| Community Rating | 316 likes |
What is controlnet-openpose-sdxl-1.0?
controlnet-openpose-sdxl-1.0 is a specialized ControlNet model trained on Stable Diffusion XL that enables precise control over human poses in image generation. It uses OpenPose technology to detect and manipulate human pose structures, allowing for detailed control over the positioning and poses of figures in generated images.
Implementation Details
The model was trained for 15,000 steps on the LAION 6a dataset, with images resized to a maximum minimum dimension of 768. Training was conducted on a single A100 GPU with a batch size of 2 and gradient accumulation of 8, using a constant learning rate of 8e-5 and fp16 mixed precision.
- Integrates seamlessly with 🧨 diffusers library
- Supports high-resolution image generation (1024x1024)
- Compatible with Stable Diffusion XL base model
- Includes optimization for CPU offloading
Core Capabilities
- Human pose detection and manipulation
- High-quality image generation with pose control
- Support for multiple inference steps and batch processing
- Integration with popular frameworks like ComfyUI
Frequently Asked Questions
Q: What makes this model unique?
This model combines the power of Stable Diffusion XL with precise pose control, allowing for unprecedented control over human figure positioning in generated images while maintaining SDXL's high-quality output.
Q: What are the recommended use cases?
The model excels in applications requiring specific pose control, such as fashion visualization, character design, dance visualization, and artistic compositions where precise human positioning is crucial.
