This tool serves as a wrapper node for the Marigold depth estimation model within the ComfyUI framework, allowing users to generate depth maps for enhanced visual effects. It provides a set of parameters that can be adjusted to optimize the accuracy and processing speed of depth map generation.
- Enables detailed depth map creation with adjustable parameters for fine-tuning accuracy and performance.
- Supports batch processing of depth maps, improving efficiency for users with adequate VRAM.
- Offers additional nodes for visualizing and saving depth data in formats suitable for VFX and 3D modeling applications.
Context
This tool integrates Marigold depth estimation into ComfyUI, facilitating the generation of depth maps that can be used in various visual applications. Its primary purpose is to enhance the capabilities of ComfyUI users by providing a method to create detailed depth information from images, which is essential for tasks like 3D modeling and visual effects.
Key Features & Benefits
The tool includes adjustable parameters such as denoise_steps, which controls the number of steps per depth map, and n_repeat, which determines how many iterations are combined into a single depth map. These features allow users to balance between processing time and the accuracy of the depth maps produced. Additionally, the inclusion of a remap node enhances the visualization of depth data, while the OpenEXR node enables high-quality saving of depth maps, making them more suitable for professional use.
Advanced Functionalities
The tool offers advanced settings for the ensembling process, including regularizer_strength, reduction_method, max_iter, and tol (tolerance). While the exact usage of these parameters may require further exploration, they provide additional control over the depth estimation process, allowing for more nuanced adjustments based on specific project needs. The option to invert the depth map output gives users flexibility in how depth information is represented, which is particularly useful in various applications.
Practical Benefits
By incorporating this tool into their workflow, ComfyUI users can significantly enhance their control over depth map generation, improving both the quality and efficiency of their visual projects. The ability to process depth maps in batches and save them in optimized formats contributes to a more streamlined workflow, enabling users to focus on creative aspects rather than technical limitations.
Credits/Acknowledgments
The tool is based on the original Marigold depth estimation model developed by the community and is hosted on GitHub. Users are encouraged to engage with the community for support and development discussions via the Banodoco Discord channel.