--- 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/v0.57.3/src/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® X2 Elite | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_7gen4.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcm6690.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | QAIRT 2.45, ONNX Runtime 1.25.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_x_elite.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_sa8775p.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_7gen4.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_sa7255p.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/controlnet_canny-qnn_context_binary-w8a16-qualcomm_qcm6690.zip) | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.57.3/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/v0.57.3/src/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/v0.57.3/src/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® X2 Elite | 29.242 ms | 34 - 34 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 70.884 ms | 352 - 352 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 59.885 ms | 31 - 44 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 74.079 ms | 0 - 384 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 119.158 ms | 30 - 36 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.355 ms | 31 - 44 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 1078.559 ms | 2 - 13 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 70.675 ms | 33 - 37 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 43.777 ms | 33 - 44 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7790 | 119.158 ms | 30 - 36 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8750 | 43.777 ms | 33 - 44 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7181 | 70.884 ms | 352 - 352 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 29.419 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 70.922 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 56.153 ms | 2 - 10 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 | 138.293 ms | 2 - 10 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 75.631 ms | 2 - 16 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 119.233 ms | 0 - 6 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.308 ms | 2 - 10 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 138.293 ms | 2 - 10 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 1089.372 ms | 15 - 21 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 70.612 ms | 0 - 16 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 43.794 ms | 2 - 15 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7790 | 119.233 ms | 0 - 6 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8750 | 43.794 ms | 2 - 15 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7181 | 70.922 ms | 2 - 2 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1.525 ms | 1 - 1 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 3.441 ms | 156 - 156 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.309 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.244 ms | 0 - 161 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.682 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.548 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 22.049 ms | 0 - 11 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 3.335 ms | 0 - 3 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 1.755 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7790 | 3.682 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8750 | 1.755 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7181 | 3.441 ms | 156 - 156 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 1.719 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 3.61 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.327 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 | 7.495 ms | 0 - 8 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.24 ms | 0 - 1 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.685 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.54 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 7.495 ms | 0 - 8 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 21.98 ms | 0 - 6 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 3.336 ms | 0 - 2 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 1.749 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7790 | 3.685 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8750 | 1.749 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7181 | 3.61 ms | 0 - 0 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 46.456 ms | 13 - 13 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 114.285 ms | 829 - 829 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 81.905 ms | 13 - 25 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 113.551 ms | 13 - 16 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 180.586 ms | 13 - 24 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 48.29 ms | 6 - 19 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 2081.275 ms | 13 - 24 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 106.671 ms | 13 - 29 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 63.286 ms | 6 - 18 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7790 | 180.586 ms | 13 - 24 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8750 | 63.286 ms | 6 - 18 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7181 | 114.285 ms | 829 - 829 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 46.979 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 114.186 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 80.352 ms | 13 - 19 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 | 266.556 ms | 8 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 112.881 ms | 13 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 178.859 ms | 11 - 17 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 46.194 ms | 6 - 14 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 266.556 ms | 8 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 2113.897 ms | 14 - 24 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 106.622 ms | 11 - 25 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 61.406 ms | 6 - 18 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7790 | 178.859 ms | 11 - 17 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8750 | 61.406 ms | 6 - 18 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7181 | 114.186 ms | 13 - 13 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 127.333 ms | 4 - 4 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 258.657 ms | 61 - 61 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 197.419 ms | 4 - 10 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 262.72 ms | 1 - 66 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 504.535 ms | 2 - 9 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 119.259 ms | 3 - 11 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 6285.291 ms | 2 - 9 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 241.07 ms | 3 - 6 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 171.689 ms | 3 - 15 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7790 | 504.535 ms | 2 - 9 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8750 | 171.689 ms | 3 - 15 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS7181 | 258.657 ms | 61 - 61 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 127.068 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 258.907 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 196.347 ms | 3 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8275 | 712.131 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 262.881 ms | 0 - 2 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 503.269 ms | 1 - 7 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 118.996 ms | 0 - 13 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 712.131 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 6163.649 ms | 10 - 17 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 240.825 ms | 0 - 3 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 171.669 ms | 0 - 13 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7790 | 503.269 ms | 1 - 7 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8750 | 171.669 ms | 0 - 13 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS7181 | 258.907 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