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QuickSRNetMedium

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by Qualcomm-AI-Hub image-to-image bsd-3-clause
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Model card

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 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
QuickSRNetMedium ONNX float Snapdragon® X2 Elite 0.438 ms 9 - 9 MB NPU
QuickSRNetMedium ONNX float Snapdragon® X Elite 0.901 ms 8 - 8 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Gen 3 Mobile 0.597 ms 0 - 30 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Gen 1 Mobile 1.401 ms 0 - 36 MB NPU
QuickSRNetMedium ONNX float Qualcomm® Dragonwing™ IQ-8275 1.243 ms 0 - 4 MB NPU
QuickSRNetMedium ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.919 ms 0 - 2 MB NPU
QuickSRNetMedium ONNX float Qualcomm® QCS8450 1.401 ms 0 - 36 MB NPU
QuickSRNetMedium ONNX float Qualcomm® Dragonwing™ IQ-9075 1.21 ms 7 - 10 MB NPU
QuickSRNetMedium ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.901 ms 8 - 8 MB NPU
QuickSRNetMedium ONNX float Qualcomm® Dragonwing™ Q-8750 0.504 ms 0 - 19 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Elite Mobile 0.504 ms 0 - 19 MB NPU
QuickSRNetMedium ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.431 ms 0 - 20 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® X2 Elite 0.225 ms 3 - 3 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® X Elite 0.491 ms 3 - 3 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.323 ms 0 - 31 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.616 ms 0 - 36 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.796 ms 0 - 3 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.582 ms 0 - 4 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.503 ms 0 - 2 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® QCS8450 0.616 ms 0 - 36 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.657 ms 0 - 3 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.491 ms 3 - 3 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.172 ms 0 - 134 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.53 ms 0 - 19 MB NPU
QuickSRNetMedium ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.26 ms 0 - 23 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Elite Mobile 0.26 ms 0 - 23 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.225 ms 0 - 19 MB NPU
QuickSRNetMedium ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.53 ms 0 - 19 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® X2 Elite 0.572 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® X Elite 0.866 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.487 ms 0 - 29 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.159 ms 0 - 36 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.02 ms 0 - 6 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.778 ms 0 - 3 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8775P 1.204 ms 0 - 22 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8650P 1.204 ms 0 - 22 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8255P 1.204 ms 0 - 22 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® QCS8450 1.159 ms 0 - 36 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.074 ms 2 - 7 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.866 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.385 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA7255P 2.556 ms 0 - 22 MB NPU
QuickSRNetMedium QNN_DLC float Qualcomm® SA8295P 1.578 ms 0 - 18 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Elite Mobile 0.385 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.377 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® X2 Elite 0.242 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® X Elite 0.462 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.25 ms 0 - 29 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.442 ms 0 - 34 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.413 ms 2 - 4 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.454 ms 0 - 3 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.37 ms 0 - 13 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8775P 0.546 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8650P 0.546 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8255P 0.546 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® QCS8450 0.442 ms 0 - 34 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.476 ms 2 - 4 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.462 ms 0 - 0 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.738 ms 0 - 17 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.382 ms 0 - 19 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.21 ms 0 - 25 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Qualcomm® SA8295P 0.752 ms 0 - 17 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.21 ms 0 - 25 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.172 ms 0 - 21 MB NPU
QuickSRNetMedium QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.382 ms 0 - 19 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Gen 3 Mobile 0.667 ms 0 - 30 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Gen 1 Mobile 1.458 ms 0 - 35 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.312 ms 0 - 6 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.076 ms 0 - 12 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA8775P 1.551 ms 0 - 22 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA8650P 1.551 ms 0 - 22 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA8255P 1.551 ms 0 - 22 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® QCS8450 1.458 ms 0 - 35 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.44 ms 3 - 8 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® Dragonwing™ Q-8750 0.496 ms 3 - 24 MB NPU
QuickSRNetMedium TFLITE float Qualcomm® SA7255P 12.648 ms 3 - 29 MB GPU
QuickSRNetMedium TFLITE float Qualcomm® SA8295P 1.843 ms 0 - 18 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Elite Mobile 0.496 ms 3 - 24 MB NPU
QuickSRNetMedium TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.432 ms 0 - 22 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.279 ms 0 - 29 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.515 ms 1 - 34 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.156 ms 0 - 3 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.534 ms 0 - 3 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.45 ms 0 - 14 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8775P 0.653 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8650P 0.653 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8255P 0.653 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® QCS8450 0.515 ms 1 - 34 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.579 ms 0 - 3 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.939 ms 0 - 17 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.479 ms 0 - 19 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.224 ms 0 - 25 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA7255P 0.989 ms 0 - 20 MB NPU
QuickSRNetMedium TFLITE w8a8 Qualcomm® SA8295P 0.892 ms 0 - 17 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.224 ms 0 - 25 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.195 ms 0 - 21 MB NPU
QuickSRNetMedium TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.479 ms 0 - 19 MB NPU

License

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

References

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