Flux Control LoRA Depth

FLUX Control LoRA Depth is a high-performance endpoint that uses a control image to transfer structure to the generated image, using a depth map.

Features

FLUX Control LoRA Depth uses depth maps to guide image generation, allowing for realistic perspective, spatial relationships, and 3D-aware composition. The model is optimized for scenarios where depth cues significantly influence the final output.LoRA stands for Low-Rank Adaptation, a technique for efficiently fine-tuning pre-trained models to generate videos with specified effects from reference images.

Key Features

• Depth-Guided Generation: Leverages depth maps to inform the structural layout of the generated images, ensuring realistic spatial relationships.
• Spatial Coherence: Maintains consistent camera perspective and depth cues throughout the image generation process.
• Layered Composition: Produces images with a sense of depth and layering, enhancing the three-dimensional feel of the visuals.
• LoRA Integration: Incorporates Low-Rank Adaptation (LoRA) for efficient and flexible control over the generation process.

ComfyUI

FLUX Control LoRA Depth is also available on ComfyUI, providing local inference capabilities through a node-based workflow. This ensures flexible and efficient video generation on your system, catering to various creative workflows.

Limitations

• Input Quality Dependency:The accuracy of the generated images is heavily reliant on the quality and precision of the input depth maps.
• Computational Resources: High-resolution image generation with depth guidance may require substantial computational power.
• Learning Curve: Effective utilization may necessitate familiarity with depth map generation and image-to-image transformation workflows.

Out-of-Scope Use

The model and its derivatives may not be used in any way that violates applicable national, federal, state, local, or international law or regulation, including but not limited to:

• Exploiting, harming, or attempting to exploit or harm minors, including solicitation, creation, acquisition, or dissemination of child exploitative content.
• Generating or disseminating verifiably false information with the intent to harm others.
• Creating or distributing personal identifiable information that could be used to harm an individual.
• Harassing, abusing, threatening, stalking, or bullying individuals or groups.
• Producing non-consensual nudity or illegal pornographic content.
• Making fully automated decisions that adversely affect an individual’s legal rights or create binding obligations.
• Facilitating large-scale disinformation campaigns.

Accelerated Inference

Our accelerated inference approach leverages advanced optimization technology from WavespeedAI. This innovative fusion technique significantly reduces computational overhead and latency, enabling rapid image generation without compromising quality. The entire system is designed to efficiently handle large-scale inference tasks while ensuring that real-time applications achieve an optimal balance between speed and accuracy. For further details, please refer to the blog post.

Authentication

For authentication details, please refer to the Authentication Guide.

API Endpoints

Submit Task & Query Result

# Submit the task
curl --location --request POST "https://api.wavespeed.ai/api/v2/wavespeed-ai/flux-control-lora-depth" \
--header "Content-Type: application/json" \
--header "Authorization: Bearer ${WAVESPEED_API_KEY}" \
--data-raw '{
    "prompt": "A dreamy anime girl in a glowing room, soft ambient light, pastel colors, cinematic composition, Studio Ghibli style",
    "control_image": "https://d2g64w682n9w0w.cloudfront.net/media/images/1745416716025416255_1oAHDzwr.jpg",
    "control_scale": 1,
    "seed": 0,
    "num_images": 1,
    "size": "864*1636",
    "num_inference_steps": 28,
    "guidance_scale": 3.5,
    "enable_safety_checker": true
}'

# Get the result
curl --location --request GET "https://api.wavespeed.ai/api/v2/predictions/${requestId}/result" \
--header "Authorization: Bearer ${WAVESPEED_API_KEY}"

Parameters

Task Submission Parameters

Request Parameters

Response Parameters

Result Query Parameters

Result Request Parameters

Result Response Parameters