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metadata 
library_name: pytorch
license: other
tags:
  - android
pipeline_tag: image-to-image

QuickSRNetMedium: Optimized for Qualcomm Devices

QuickSRNet Medium is designed for upscaling images on mobile platforms to sharpen in real-time.

This is based on the implementation of QuickSRNetMedium found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up 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
ONNX float Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.1 Download
QNN_DLC float Universal QAIRT 2.43 Download
QNN_DLC w8a8 Universal QAIRT 2.43 Download
TFLITE float Universal QAIRT 2.43, TFLite 2.17.0 Download
TFLITE w8a8 Universal QAIRT 2.43, TFLite 2.17.0 Download

For more device-specific assets and performance metrics, visit QuickSRNetMedium on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models 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 QuickSRNetMedium on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

  • Model checkpoint: quicksrnet_medium_3x_checkpoint
  • Input resolution: 128x128
  • Number of parameters: 61.0K
  • Model size (float): 243 KB
  • Model size (w8a8): 73.9 KB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
QuickSRNetMedium ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.448 ms 0 - 22 MB NPU
QuickSRNetMedium ONNX float Snapdragon® X2 Elite 0.463 ms 6 - 6 MB NPU
QuickSRNetMedium ONNX float Snapdragon® X Elite 1.095 ms 9 - 9 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Gen 3 Mobile 0.661 ms 0 - 28 MB NPU
QuickSRNetMedium ONNX float Qualcomm® QCS8550 (Proxy) 0.972 ms 0 - 2 MB NPU
QuickSRNetMedium ONNX float Qualcomm® QCS9075 1.329 ms 6 - 9 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.548 ms 0 - 19 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.23 ms 0 - 23 MB CPU
QuickSRNetMedium ONNX w8a8 Snapdragon® X2 Elite 0.221 ms 3 - 3 MB CPU
QuickSRNetMedium ONNX w8a8 Snapdragon® X Elite 0.619 ms 3 - 3 MB CPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.343 ms 0 - 29 MB CPU
QuickSRNetMedium ONNX w8a8 Qualcomm® QCS8550 (Proxy) 0.516 ms 0 - 16 MB CPU
QuickSRNetMedium ONNX w8a8 Qualcomm® QCS9075 0.687 ms 0 - 3 MB CPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.273 ms 0 - 18 MB CPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.326 ms 0 - 24 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® X2 Elite 0.468 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® X Elite 0.894 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.495 ms 0 - 29 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® QCS8275 (Proxy) 2.549 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® QCS8550 (Proxy) 0.84 ms 0 - 2 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8775P 1.208 ms 0 - 22 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® QCS9075 1.192 ms 2 - 7 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® QCS8450 (Proxy) 1.159 ms 0 - 31 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA7255P 2.549 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8295P 1.55 ms 0 - 18 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.385 ms 0 - 24 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.154 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® X2 Elite 0.238 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® X Elite 0.47 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.221 ms 0 - 26 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS6490 1.338 ms 0 - 2 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS8275 (Proxy) 0.839 ms 0 - 19 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 0.343 ms 0 - 1 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8775P 0.537 ms 0 - 20 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS9075 0.494 ms 0 - 2 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCM6690 1.564 ms 0 - 17 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 0.534 ms 0 - 27 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA7255P 0.839 ms 0 - 19 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8295P 0.738 ms 0 - 16 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.182 ms 0 - 18 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.371 ms 0 - 17 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.412 ms 0 - 24 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Gen 3 Mobile 0.673 ms 0 - 30 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® QCS8275 (Proxy) 3.089 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® QCS8550 (Proxy) 1.078 ms 0 - 2 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA8775P 1.551 ms 0 - 22 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® QCS9075 1.412 ms 1 - 6 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® QCS8450 (Proxy) 1.454 ms 0 - 30 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA7255P 3.089 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA8295P 1.795 ms 0 - 18 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.5 ms 0 - 25 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.176 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.289 ms 0 - 27 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS6490 1.166 ms 0 - 3 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS8275 (Proxy) 0.958 ms 0 - 19 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 0.438 ms 0 - 1 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8775P 0.637 ms 0 - 20 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS9075 0.568 ms 0 - 3 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCM6690 1.943 ms 0 - 17 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 0.506 ms 0 - 28 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA7255P 0.958 ms 0 - 19 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8295P 0.854 ms 0 - 16 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.233 ms 0 - 18 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.461 ms 0 - 18 MB NPU

License

  • The license for the original implementation of QuickSRNetMedium can be found here.

References

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