--- 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/quic/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® 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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_7gen4.zip) | 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/v0.47.0/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/v0.47.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.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/v0.47.0/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/v0.47.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.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/v0.47.0/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/v0.47.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.47.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcs8275_proxy.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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_7gen4.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/v0.47.0/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/v0.47.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.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/v0.47.0/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/v0.47.0/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/v0.47.0/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/quic/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/quic/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® X Elite | 75.89 ms | 351 - 351 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 63.879 ms | 33 - 45 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 83.046 ms | 26 - 28 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 75.854 ms | 33 - 37 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 1058.8 ms | 2 - 12 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 47.344 ms | 32 - 43 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 126.734 ms | 33 - 42 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 29.12 ms | 32 - 42 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 28.607 ms | 351 - 351 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 76.211 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 60.5 ms | 2 - 10 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 141.297 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 82.712 ms | 2 - 4 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 77.763 ms | 2 - 11 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 76.694 ms | 2 - 18 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 801.511 ms | 2 - 8 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 141.297 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 46.823 ms | 2 - 12 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 121.325 ms | 2 - 8 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 29.121 ms | 2 - 11 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 29.6 ms | 2 - 2 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 3.608 ms | 156 - 156 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.301 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.255 ms | 0 - 2 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 3.321 ms | 0 - 3 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 22.081 ms | 0 - 10 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.75 ms | 0 - 11 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.631 ms | 0 - 6 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.483 ms | 0 - 10 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1.527 ms | 156 - 156 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 3.62 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.335 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 7.569 ms | 0 - 8 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.264 ms | 0 - 2 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 3.523 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 3.358 ms | 2 - 4 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 21.925 ms | 0 - 6 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 7.569 ms | 0 - 8 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.744 ms | 0 - 10 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.656 ms | 0 - 6 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.496 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 1.797 ms | 0 - 0 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 114.613 ms | 829 - 829 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 81.027 ms | 13 - 26 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 113.484 ms | 0 - 883 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 106.122 ms | 12 - 28 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 2265.474 ms | 13 - 24 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 61.883 ms | 12 - 25 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 180.416 ms | 9 - 16 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 45.387 ms | 13 - 21 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 48.32 ms | 831 - 831 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 113.559 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 80.57 ms | 13 - 20 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 266.52 ms | 10 - 16 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 112.01 ms | 13 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 492.289 ms | 9 - 16 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 107.167 ms | 11 - 25 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 1986.979 ms | 13 - 24 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 266.52 ms | 10 - 16 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 62.97 ms | 6 - 19 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 181.275 ms | 11 - 17 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 44.605 ms | 13 - 22 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 46.235 ms | 13 - 13 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 266.338 ms | 62 - 62 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 202.318 ms | 3 - 10 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 271.527 ms | 1 - 66 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 250.0 ms | 3 - 6 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 6156.1 ms | 0 - 6 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 178.645 ms | 3 - 15 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 513.39 ms | 2 - 8 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 123.432 ms | 3 - 13 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 125.995 ms | 62 - 62 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 262.929 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 205.05 ms | 0 - 8 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 (Proxy) | 718.604 ms | 0 - 8 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 265.338 ms | 0 - 2 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 250.543 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 247.507 ms | 0 - 3 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 6312.664 ms | 1 - 7 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 718.604 ms | 0 - 8 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 176.4 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 514.332 ms | 0 - 6 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 127.522 ms | 0 - 10 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 133.648 ms | 0 - 0 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