Introduction Wan 2.1 Control LoRA provide a depth and tile-based control system for Wan 2.1 video models, offering a lightweight alternative to ControlNet. These LoRAs function similarly to Flux tools, seamlessly integrating with video generation workflows. Unlike traditional ControlNet implementations, they are highly efficient, require minimal inference costs, and are significantly easier to train. By concatenating control features along the input channel dimension and applying LoRA training, these models automatically optimize control signals, ensuring structural accuracy and artistic coherence. Example ComfyUI workflows are included to showcase their potential in AI video generation. The Wan 2.1 Control LoRA were developed by spacepxl, who has contributed valuable advancements in AI-driven video generation. This workflow is built entirely using default ComfyUI nodes, ensuring accessibility for all users. We appreciate spacepxl’s innovative work in refining lightweight video control solutions. Workflow Wan 2.1 Control LoRA | Efficient AI Video Control Examples Details Wan 2.1 Control LoRA: Efficient Video Generation Wan 2.1 Control LoRA introduces a lightweight and efficient approach to video generation, providing an alternative to traditional ControlNet methods. Designed specifically for Wan 2.1 models, these depth and tile-based LoRAs allow users to guide Wan 2.1 video structure and detail without increasing inference costs. Unlike ControlNet, which can be resource-intensive and complex to train, this Control LoRA seamlessly integrates with Wan 2.1, ensuring precise and optimized outputs with minimal computational overhead.
How to Use Wan 2.1 Control LoRA Workflow? Wan 2.1 Control LoRA
Nodes in the Wan 2.1 workflow are organized for clarity when using the Depth and Tile LoRAs with Wan 2.1. Wan 2.1 Depth Controlnet Video Group Upscaling - Tile Controlnet Group Unmute the group you'd like to use and upload your desired video. Enter your positive text and, if necessary, adjust the Wan 2.1 video settings like duration and resolution for both groups.
All the rendered Wan 2.1 Control LoRA videos will be saved in the Outputs folder in ComfyUI.
1 - Depth Control LoRA Video Group Wan 2.1 Control LoRA
This Depth Control LoRA group is used to extract depth information from video clips to enhance Wan 2.1 video generation. It offers a more structured and depth-aware alternative to traditional ControlNet methods, helping you create more coherent and visually consistent outputs with Wan 2.1.
Unmute it if it's muted.
Wan 2.1 Control LoRA
To use it, upload a video and adjust the resolution and length based on your hardware limits and project needs. Higher resolutions can capture more detailed depth, but may increase processing time and VRAM usage. Shorter clips will run faster. Test different settings to find the right balance between quality and performance for your Wan 2.1 workflow.
2 - Upscaling - Tile Control LoRA Group Wan 2.1 Control LoRA
This is your Tile LoRA Usage group, designed to upscale videos while preserving detail and consistency. By leveraging the Tile Control LoRA method with Wan 2.1, you can enhance video resolution efficiently without significant performance loss. Ensure that your input video is under 1K resolution, as the workflow supports upscaling up to 1.5K. However, be cautious of potential out-of-memory crashes, particularly when processing longer videos or working with GPUs with limited VRAM. Adjust settings as needed to achieve the best balance between quality and system performance.
Unmute the group if it is muted.
Wan 2.1 Control LoRA
Upload your video for upscaling using the Tile Control LoRA, which enhances resolution while maintaining visual consistency and detail in Wan 2.1 outputs. The input video should be under 1K resolution, as the workflow allows for upscaling up to 1.5K. However, be mindful of potential out-of-memory crashes, especially when working with longer videos or limited VRAM. Adjust your settings accordingly to balance quality and performance for the best results with Wan 2.1.
Models Download Links The Control LoRA models for Wan 2.1 are available on the workflow's boot up machine, but here are the necessary links for offline use if needed:
Depth and Tile LoRAs Wan 2.1 Model CLIP VAE Please allow 3-5 minutes for the Auto download to complete in your machine's temporary storage.
Benefits of Wan 2.1 Control LoRA With Wan 2.1 Control LoRA, users can enhance video consistency and structure while maintaining an efficient and streamlined workflow. The lightweight nature of these specialized LoRAs makes them ideal for AI-driven animations, cinematic video projects with Wan 2.1, and creative experiments without the drawbacks of traditional control systems. By leveraging Control LoRAs, creators can achieve greater control over their Wan 2.1 video outputs while keeping processing times low and maintaining high-quality results.