README.md

---
library_name: pytorch
license: other
tags:
- generative_ai
- android
pipeline_tag: unconditional-image-generation

---

![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/web-assets/model_demo.png)

# ControlNet-Canny: Optimized for Qualcomm Devices

On-device, high-resolution image synthesis from text and image prompts. ControlNet guides Stable-diffusion with provided input image to generate accurate images from given input prompt.

This is based on the implementation of ControlNet-Canny found [here](https://github.com/lllyasviel/ControlNet).
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/controlnet_canny) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.

## Getting Started
There are two ways to deploy this model on your device:

### Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

| Runtime | Precision | Chipset | SDK Versions | Download |
|---|---|---|---|---|
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_7gen4.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcm6690.zip)
| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_x_elite.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip)
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip)
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_sa8775p.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_7gen4.zip)
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_sa7255p.zip)
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcm6690.zip)
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.49.1/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcs9075.zip)

For more device-specific assets and performance metrics, visit **[ControlNet-Canny on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/controlnet_canny)**.


### Option 2: Export with Custom Configurations

Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/controlnet_canny) Python library to compile and export the model with your own:
- Custom weights (e.g., fine-tuned checkpoints)
- Custom input shapes
- Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for [ControlNet-Canny on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/controlnet_canny) for usage instructions.

## Model Details

**Model Type:** Model_use_case.image_generation

**Model Stats:**
- Input: Text prompt and input image as a reference
- Conditioning Input: Canny-Edge
- Text Encoder Number of parameters: 340M
- UNet Number of parameters: 865M
- VAE Decoder Number of parameters: 83M
- ControlNet Number of parameters: 361M
- Model size: 1.4GB

## Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|---|---|---|---|---|---|---
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.336 ms | 31 - 41 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 28.501 ms | 351 - 351 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 76.056 ms | 351 - 351 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 61.637 ms | 33 - 46 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 82.896 ms | 30 - 32 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 75.852 ms | 30 - 34 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 1063.912 ms | 2 - 13 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 45.185 ms | 33 - 43 MB | NPU
| controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 124.515 ms | 31 - 42 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.347 ms | 2 - 12 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 29.436 ms | 2 - 2 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 76.012 ms | 2 - 2 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 60.725 ms | 2 - 9 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 141.54 ms | 2 - 9 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 82.486 ms | 2 - 16 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 305.49 ms | 2 - 9 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 76.281 ms | 0 - 16 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 913.595 ms | 2 - 8 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 141.54 ms | 2 - 9 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 47.93 ms | 2 - 10 MB | NPU
| controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 122.561 ms | 2 - 8 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.494 ms | 0 - 10 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1.528 ms | 156 - 156 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 3.618 ms | 156 - 156 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.298 ms | 0 - 10 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.247 ms | 0 - 161 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 3.331 ms | 0 - 3 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 22.101 ms | 0 - 10 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.756 ms | 0 - 13 MB | NPU
| text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.635 ms | 0 - 6 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.493 ms | 0 - 9 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 1.783 ms | 0 - 0 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 3.627 ms | 0 - 0 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.323 ms | 0 - 7 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 7.545 ms | 0 - 8 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.25 ms | 0 - 1 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 3.524 ms | 0 - 9 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 3.364 ms | 0 - 2 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 21.98 ms | 0 - 6 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 7.545 ms | 0 - 8 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.745 ms | 0 - 13 MB | NPU
| text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.65 ms | 0 - 7 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 45.448 ms | 13 - 21 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 48.612 ms | 831 - 831 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 114.377 ms | 829 - 829 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 80.413 ms | 13 - 25 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 113.125 ms | 0 - 882 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 106.688 ms | 13 - 29 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 2162.771 ms | 13 - 24 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 61.943 ms | 6 - 17 MB | NPU
| unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 180.235 ms | 9 - 20 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 44.689 ms | 13 - 22 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 46.58 ms | 13 - 13 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 113.532 ms | 13 - 13 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 80.842 ms | 13 - 20 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 266.779 ms | 0 - 6 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 112.27 ms | 13 - 15 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 107.75 ms | 7 - 14 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 107.147 ms | 11 - 25 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 2123.069 ms | 13 - 24 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 266.779 ms | 0 - 6 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 61.944 ms | 6 - 15 MB | NPU
| unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 181.03 ms | 10 - 16 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 117.124 ms | 3 - 13 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 125.582 ms | 62 - 62 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 266.276 ms | 62 - 62 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 203.046 ms | 3 - 10 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 270.802 ms | 1 - 66 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 250.059 ms | 3 - 6 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 6369.029 ms | 0 - 6 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 178.953 ms | 3 - 10 MB | NPU
| vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 513.926 ms | 1 - 8 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 130.322 ms | 0 - 10 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 133.418 ms | 0 - 0 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 262.733 ms | 0 - 0 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 203.185 ms | 0 - 8 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 718.469 ms | 0 - 9 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 267.018 ms | 1 - 3 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 250.474 ms | 0 - 9 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 247.311 ms | 0 - 3 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 6429.227 ms | 1 - 7 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 718.469 ms | 0 - 9 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 177.535 ms | 0 - 14 MB | NPU
| vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 514.686 ms | 0 - 6 MB | NPU

## License
* The license for the original implementation of ControlNet-Canny can be found
  [here](https://github.com/lllyasviel/ControlNet/blob/main/LICENSE).

## References
* [Adding Conditional Control to Text-to-Image Diffusion Models](https://arxiv.org/abs/2302.05543)
* [Source Model Implementation](https://github.com/lllyasviel/ControlNet)

## Community
* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).

## Usage and Limitations

This model may not be used for or in connection with any of the following applications:

- Accessing essential private and public services and benefits;
- Administration of justice and democratic processes;
- Assessing or recognizing the emotional state of a person;
- Biometric and biometrics-based systems, including categorization of persons based on sensitive characteristics;
- Education and vocational training;
- Employment and workers management;
- Exploitation of the vulnerabilities of persons resulting in harmful behavior;
- General purpose social scoring;
- Law enforcement;
- Management and operation of critical infrastructure;
- Migration, asylum and border control management;
- Predictive policing;
- Real-time remote biometric identification in public spaces;
- Recommender systems of social media platforms;
- Scraping of facial images (from the internet or otherwise); and/or
- Subliminal manipulation