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ControlNet-Canny

Unconditional Image Generation
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metadata 
library_name: pytorch
license: other
tags:
  - generative_ai
  - android
pipeline_tag: unconditional-image-generation

ControlNet-Canny: Optimized for Mobile Deployment

Generating visual arts from text prompt and input guiding image

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 model is an implementation of ControlNet-Canny found here.

This repository provides scripts to run ControlNet-Canny on Qualcomm® devices. More details on model performance across various devices, can be found here.

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
Model Precision Device Chipset Target Runtime Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit Target Model
text_encoder w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_CONTEXT_BINARY 7.426 ms 0 - 9 MB NPU Use Export Script
text_encoder w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_CONTEXT_BINARY 3.334 ms 0 - 2 MB NPU Use Export Script
text_encoder w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) PRECOMPILED_QNN_ONNX 5.517 ms 0 - 162 MB NPU Use Export Script
text_encoder w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_CONTEXT_BINARY 3.574 ms 0 - 10 MB NPU Use Export Script
text_encoder w8a16 SA7255P ADP Qualcomm® SA7255P QNN_CONTEXT_BINARY 7.426 ms 0 - 9 MB NPU Use Export Script
text_encoder w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_CONTEXT_BINARY 3.328 ms 0 - 2 MB NPU Use Export Script
text_encoder w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_CONTEXT_BINARY 3.344 ms 0 - 3 MB NPU Use Export Script
text_encoder w8a16 SA8775P ADP Qualcomm® SA8775P QNN_CONTEXT_BINARY 3.574 ms 0 - 10 MB NPU Use Export Script
text_encoder w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_CONTEXT_BINARY 2.32 ms 0 - 18 MB NPU Use Export Script
text_encoder w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile PRECOMPILED_QNN_ONNX 3.993 ms 0 - 19 MB NPU Use Export Script
text_encoder w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_CONTEXT_BINARY 1.804 ms 0 - 14 MB NPU Use Export Script
text_encoder w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile PRECOMPILED_QNN_ONNX 3.116 ms 0 - 16 MB NPU Use Export Script
text_encoder w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile QNN_CONTEXT_BINARY 3.694 ms 0 - 14 MB NPU Use Export Script
text_encoder w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile PRECOMPILED_QNN_ONNX 5.772 ms 0 - 15 MB NPU Use Export Script
text_encoder w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_CONTEXT_BINARY 1.614 ms 0 - 11 MB NPU Use Export Script
text_encoder w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile PRECOMPILED_QNN_ONNX 2.594 ms 0 - 11 MB NPU Use Export Script
text_encoder w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN_CONTEXT_BINARY 3.683 ms 0 - 0 MB NPU Use Export Script
text_encoder w8a16 Snapdragon X Elite CRD Snapdragon® X Elite PRECOMPILED_QNN_ONNX 5.661 ms 158 - 158 MB NPU Use Export Script
unet w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_CONTEXT_BINARY 270.349 ms 9 - 17 MB NPU Use Export Script
unet w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_CONTEXT_BINARY 116.967 ms 13 - 15 MB NPU Use Export Script
unet w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) PRECOMPILED_QNN_ONNX 116.708 ms 0 - 883 MB NPU Use Export Script
unet w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_CONTEXT_BINARY 109.169 ms 11 - 19 MB NPU Use Export Script
unet w8a16 SA7255P ADP Qualcomm® SA7255P QNN_CONTEXT_BINARY 270.349 ms 9 - 17 MB NPU Use Export Script
unet w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_CONTEXT_BINARY 117.032 ms 13 - 15 MB NPU Use Export Script
unet w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_CONTEXT_BINARY 117.854 ms 13 - 15 MB NPU Use Export Script
unet w8a16 SA8775P ADP Qualcomm® SA8775P QNN_CONTEXT_BINARY 109.169 ms 11 - 19 MB NPU Use Export Script
unet w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_CONTEXT_BINARY 84.395 ms 13 - 31 MB NPU Use Export Script
unet w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile PRECOMPILED_QNN_ONNX 85.293 ms 13 - 30 MB NPU Use Export Script
unet w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_CONTEXT_BINARY 64.04 ms 5 - 19 MB NPU Use Export Script
unet w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile PRECOMPILED_QNN_ONNX 67.019 ms 6 - 23 MB NPU Use Export Script
unet w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile QNN_CONTEXT_BINARY 178.57 ms 13 - 27 MB NPU Use Export Script
unet w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile PRECOMPILED_QNN_ONNX 177.634 ms 13 - 28 MB NPU Use Export Script
unet w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_CONTEXT_BINARY 49.393 ms 15 - 23 MB NPU Use Export Script
unet w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile PRECOMPILED_QNN_ONNX 50.323 ms 13 - 28 MB NPU Use Export Script
unet w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN_CONTEXT_BINARY 116.395 ms 13 - 13 MB NPU Use Export Script
unet w8a16 Snapdragon X Elite CRD Snapdragon® X Elite PRECOMPILED_QNN_ONNX 115.658 ms 829 - 829 MB NPU Use Export Script
vae w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_CONTEXT_BINARY 632.528 ms 0 - 9 MB NPU Use Export Script
vae w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_CONTEXT_BINARY 219.521 ms 0 - 3 MB NPU Use Export Script
vae w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) PRECOMPILED_QNN_ONNX 220.407 ms 0 - 72 MB NPU Use Export Script
vae w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_CONTEXT_BINARY 207.374 ms 0 - 10 MB NPU Use Export Script
vae w8a16 SA7255P ADP Qualcomm® SA7255P QNN_CONTEXT_BINARY 632.528 ms 0 - 9 MB NPU Use Export Script
vae w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_CONTEXT_BINARY 217.597 ms 0 - 2 MB NPU Use Export Script
vae w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_CONTEXT_BINARY 221.362 ms 0 - 3 MB NPU Use Export Script
vae w8a16 SA8775P ADP Qualcomm® SA8775P QNN_CONTEXT_BINARY 207.374 ms 0 - 10 MB NPU Use Export Script
vae w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_CONTEXT_BINARY 163.175 ms 0 - 18 MB NPU Use Export Script
vae w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile PRECOMPILED_QNN_ONNX 162.456 ms 3 - 22 MB NPU Use Export Script
vae w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_CONTEXT_BINARY 138.761 ms 0 - 14 MB NPU Use Export Script
vae w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile PRECOMPILED_QNN_ONNX 147.451 ms 3 - 19 MB NPU Use Export Script
vae w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile QNN_CONTEXT_BINARY 449.996 ms 0 - 15 MB NPU Use Export Script
vae w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile PRECOMPILED_QNN_ONNX 446.334 ms 3 - 18 MB NPU Use Export Script
vae w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_CONTEXT_BINARY 92.194 ms 0 - 8 MB NPU Use Export Script
vae w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile PRECOMPILED_QNN_ONNX 98.568 ms 3 - 14 MB NPU Use Export Script
vae w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN_CONTEXT_BINARY 220.662 ms 0 - 0 MB NPU Use Export Script
vae w8a16 Snapdragon X Elite CRD Snapdragon® X Elite PRECOMPILED_QNN_ONNX 219.56 ms 59 - 59 MB NPU Use Export Script
controlnet w8a16 QCS8275 (Proxy) Qualcomm® QCS8275 (Proxy) QNN_CONTEXT_BINARY 130.567 ms 2 - 11 MB NPU Use Export Script
controlnet w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) QNN_CONTEXT_BINARY 58.953 ms 2 - 4 MB NPU Use Export Script
controlnet w8a16 QCS8550 (Proxy) Qualcomm® QCS8550 (Proxy) PRECOMPILED_QNN_ONNX 59.227 ms 0 - 389 MB NPU Use Export Script
controlnet w8a16 QCS9075 (Proxy) Qualcomm® QCS9075 (Proxy) QNN_CONTEXT_BINARY 57.342 ms 2 - 12 MB NPU Use Export Script
controlnet w8a16 SA7255P ADP Qualcomm® SA7255P QNN_CONTEXT_BINARY 130.567 ms 2 - 11 MB NPU Use Export Script
controlnet w8a16 SA8255 (Proxy) Qualcomm® SA8255P (Proxy) QNN_CONTEXT_BINARY 59.056 ms 2 - 4 MB NPU Use Export Script
controlnet w8a16 SA8650 (Proxy) Qualcomm® SA8650P (Proxy) QNN_CONTEXT_BINARY 59.074 ms 2 - 4 MB NPU Use Export Script
controlnet w8a16 SA8775P ADP Qualcomm® SA8775P QNN_CONTEXT_BINARY 57.342 ms 2 - 12 MB NPU Use Export Script
controlnet w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile QNN_CONTEXT_BINARY 41.744 ms 2 - 20 MB NPU Use Export Script
controlnet w8a16 Samsung Galaxy S24 Snapdragon® 8 Gen 3 Mobile PRECOMPILED_QNN_ONNX 44.785 ms 31 - 51 MB NPU Use Export Script
controlnet w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile QNN_CONTEXT_BINARY 32.892 ms 1 - 18 MB NPU Use Export Script
controlnet w8a16 Samsung Galaxy S25 Snapdragon® 8 Elite For Galaxy Mobile PRECOMPILED_QNN_ONNX 33.213 ms 31 - 44 MB NPU Use Export Script
controlnet w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile QNN_CONTEXT_BINARY 109.949 ms 2 - 16 MB NPU Use Export Script
controlnet w8a16 Snapdragon 7 Gen 5 QRD Snapdragon® 7 Gen 5 Mobile PRECOMPILED_QNN_ONNX 111.554 ms 21 - 35 MB NPU Use Export Script
controlnet w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile QNN_CONTEXT_BINARY 26.387 ms 2 - 13 MB NPU Use Export Script
controlnet w8a16 Snapdragon 8 Elite Gen 5 QRD Snapdragon® 8 Elite Gen5 Mobile PRECOMPILED_QNN_ONNX 29.979 ms 31 - 39 MB NPU Use Export Script
controlnet w8a16 Snapdragon X Elite CRD Snapdragon® X Elite QNN_CONTEXT_BINARY 59.236 ms 2 - 2 MB NPU Use Export Script
controlnet w8a16 Snapdragon X Elite CRD Snapdragon® X Elite PRECOMPILED_QNN_ONNX 58.983 ms 351 - 351 MB NPU Use Export Script

Installation

Install the package via pip:

pip install "qai-hub-models[controlnet-canny]"

Configure Qualcomm® AI Hub to run this model on a cloud-hosted device

Sign-in to Qualcomm® AI Hub with your Qualcomm® ID. Once signed in navigate to Account -> Settings -> API Token.

With this API token, you can configure your client to run models on the cloud hosted devices.

qai-hub configure --api_token API_TOKEN

Navigate to docs for more information.

Demo off target

The package contains a simple end-to-end demo that downloads pre-trained weights and runs this model on a sample input.

python -m qai_hub_models.models.controlnet_canny.demo

The above demo runs a reference implementation of pre-processing, model inference, and post processing.

NOTE: If you want running in a Jupyter Notebook or Google Colab like environment, please add the following to your cell (instead of the above).

%run -m qai_hub_models.models.controlnet_canny.demo

Run model on a cloud-hosted device

In addition to the demo, you can also run the model on a cloud-hosted Qualcomm® device. This script does the following:

  • Performance check on-device on a cloud-hosted device
  • Downloads compiled assets that can be deployed on-device for Android.
  • Accuracy check between PyTorch and on-device outputs.
python -m qai_hub_models.models.controlnet_canny.export

Deploying compiled model to Android

The models can be deployed using multiple runtimes:

  • TensorFlow Lite (.tflite export): This tutorial provides a guide to deploy the .tflite model in an Android application.

  • QNN (.so export ): This sample app provides instructions on how to use the .so shared library in an Android application.

View on Qualcomm® AI Hub

Get more details on ControlNet-Canny's performance across various devices here. Explore all available models on Qualcomm® AI Hub

License

  • The license for the original implementation of ControlNet-Canny can be found here.
  • The license for the compiled assets for on-device deployment can be found here

References

Community