--- 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/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® 8 Elite Gen 5 Mobile | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/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 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_7gen4.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcm6690.zip) | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.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/v0.54.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5.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/v0.54.0/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/v0.54.0/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/v0.54.0/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/v0.54.0/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/v0.54.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_sa8775p.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip) | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/controlnet_canny/releases/v0.54.0/controlnet_canny-qnn_context_binary-w8a16-qualcomm_snapdragon_7gen4.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/v0.54.0/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/v0.54.0/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/v0.54.0/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/qualcomm/ai-hub-models/blob/main/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/main/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® 8 Elite Gen 5 Mobile | 28.966 ms | 31 - 41 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 46.03 ms | 32 - 45 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 28.671 ms | 351 - 351 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 75.999 ms | 351 - 351 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 75.999 ms | 351 - 351 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 61.881 ms | 32 - 44 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 83.251 ms | 0 - 384 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 123.087 ms | 34 - 45 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 46.03 ms | 32 - 45 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 1189.568 ms | 2 - 12 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 75.374 ms | 30 - 34 MB | NPU | controlnet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 123.087 ms | 34 - 45 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 28.704 ms | 2 - 11 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 43.985 ms | 2 - 15 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 29.377 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 71.041 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 71.041 ms | 2 - 2 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 57.319 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 74.349 ms | 2 - 3 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 70.52 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 70.52 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 70.52 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 120.43 ms | 2 - 8 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 43.985 ms | 2 - 15 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 1119.096 ms | 0 - 7 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 70.592 ms | 0 - 16 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 138.409 ms | 2 - 9 MB | NPU | controlnet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 120.43 ms | 2 - 8 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.491 ms | 0 - 10 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 1.75 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 1.53 ms | 156 - 156 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 3.627 ms | 156 - 156 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 3.627 ms | 156 - 156 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.302 ms | 0 - 12 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.266 ms | 0 - 161 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.628 ms | 0 - 6 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.75 ms | 0 - 7 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 28.099 ms | 0 - 10 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 3.332 ms | 0 - 3 MB | NPU | text_encoder | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.628 ms | 0 - 6 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.544 ms | 0 - 10 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 1.754 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 1.753 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 3.638 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 3.638 ms | 0 - 0 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 2.302 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 3.271 ms | 0 - 2 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 3.498 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 3.498 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 3.498 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.666 ms | 0 - 7 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.754 ms | 0 - 9 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 22.02 ms | 0 - 6 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 3.33 ms | 2 - 4 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 7.511 ms | 0 - 8 MB | NPU | text_encoder | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3.666 ms | 0 - 7 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 46.952 ms | 13 - 21 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 62.38 ms | 6 - 17 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 48.772 ms | 832 - 832 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 114.565 ms | 829 - 829 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 114.565 ms | 829 - 829 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 80.767 ms | 13 - 25 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 113.043 ms | 0 - 883 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 180.02 ms | 13 - 24 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 62.38 ms | 6 - 17 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 2227.59 ms | 10 - 21 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 106.212 ms | 12 - 28 MB | NPU | unet | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 180.02 ms | 13 - 24 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 45.837 ms | 13 - 22 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 61.781 ms | 6 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 46.867 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 113.857 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 113.857 ms | 13 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 81.173 ms | 13 - 20 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 113.007 ms | 13 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 107.09 ms | 6 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 107.09 ms | 6 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 107.09 ms | 6 - 13 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 178.96 ms | 10 - 16 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 61.781 ms | 6 - 15 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 2208.477 ms | 13 - 23 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 105.886 ms | 11 - 25 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 266.482 ms | 5 - 12 MB | NPU | unet | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 178.96 ms | 10 - 16 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 121.006 ms | 3 - 13 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 178.806 ms | 4 - 11 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 125.281 ms | 62 - 62 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 266.255 ms | 62 - 62 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 266.255 ms | 62 - 62 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 203.39 ms | 3 - 10 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 272.766 ms | 1 - 66 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 511.917 ms | 2 - 8 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 178.806 ms | 4 - 11 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCM6690 | 6408.841 ms | 1 - 7 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® QCS9075 | 250.259 ms | 3 - 6 MB | NPU | vae | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 511.917 ms | 2 - 8 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 122.956 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 171.759 ms | 0 - 10 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 127.052 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 258.945 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 258.945 ms | 0 - 0 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 196.754 ms | 0 - 8 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS8550 (Proxy) | 261.571 ms | 0 - 2 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 243.862 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 243.862 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 243.862 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 504.759 ms | 0 - 7 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 171.759 ms | 0 - 10 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCM6690 | 6142.786 ms | 0 - 7 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® QCS9075 | 240.852 ms | 0 - 3 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 712.64 ms | 0 - 9 MB | NPU | vae | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 504.759 ms | 0 - 7 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