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QuickSRNetSmall

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by qualcomm image-to-image pytorch bsd-3-clause
278 downloads 2 likes on Hugging Face updated

Model card

QuickSRNetSmall: Optimized for Qualcomm Devices

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

This is based on the implementation of QuickSRNetSmall 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 QuickSRNetSmall 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 QuickSRNetSmall on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

  • Input resolution: 128x128
  • Model checkpoint: quicksrnet_small_3x_checkpoint
  • Model size (float): 133 KB
  • Model size (w8a8): 41.7 KB
  • Number of parameters: 33.3K

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
QuickSRNetSmall ONNX float Snapdragon® X2 Elite 0.406 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX float Snapdragon® X Elite 0.849 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Gen 3 Mobile 0.546 ms 0 - 27 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Gen 1 Mobile 1.183 ms 0 - 34 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ IQ-8275 1.101 ms 6 - 10 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.849 ms 0 - 2 MB NPU
QuickSRNetSmall ONNX float Qualcomm® QCS8450 1.183 ms 0 - 34 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ IQ-9075 1.103 ms 6 - 9 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.849 ms 8 - 8 MB NPU
QuickSRNetSmall ONNX float Qualcomm® Dragonwing™ Q-8750 0.435 ms 0 - 21 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Elite Mobile 0.435 ms 0 - 21 MB NPU
QuickSRNetSmall ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.386 ms 0 - 18 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® X2 Elite 0.204 ms 3 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® X Elite 0.493 ms 3 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.318 ms 0 - 28 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.562 ms 0 - 33 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 2.125 ms 0 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.595 ms 0 - 4 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.501 ms 0 - 25 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® QCS8450 0.562 ms 0 - 33 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.643 ms 0 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.493 ms 3 - 3 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 1.788 ms 0 - 133 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.506 ms 0 - 19 MB NPU
QuickSRNetSmall ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.239 ms 0 - 22 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Elite Mobile 0.239 ms 0 - 22 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.213 ms 0 - 19 MB NPU
QuickSRNetSmall ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.506 ms 0 - 19 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® X2 Elite 0.524 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® X Elite 0.833 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.448 ms 0 - 28 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.037 ms 0 - 34 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 0.846 ms 0 - 6 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.734 ms 0 - 1 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8775P 1.067 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8650P 1.067 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8255P 1.067 ms 0 - 22 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® QCS8450 1.037 ms 0 - 34 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 0.962 ms 0 - 5 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.833 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.346 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA7255P 1.946 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC float Qualcomm® SA8295P 1.389 ms 0 - 17 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Elite Mobile 0.346 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.33 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® X2 Elite 0.231 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® X Elite 0.442 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.222 ms 0 - 27 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.419 ms 0 - 33 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.299 ms 0 - 2 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.417 ms 0 - 3 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.364 ms 0 - 34 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8775P 0.535 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8650P 0.535 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8255P 0.535 ms 0 - 21 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® QCS8450 0.419 ms 0 - 33 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.478 ms 0 - 2 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.442 ms 0 - 0 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 1.273 ms 0 - 16 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.37 ms 0 - 18 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.191 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA7255P 0.832 ms 0 - 19 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Qualcomm® SA8295P 0.732 ms 0 - 17 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.191 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.165 ms 0 - 20 MB NPU
QuickSRNetSmall QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.37 ms 0 - 18 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Gen 3 Mobile 0.611 ms 0 - 28 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Gen 1 Mobile 1.308 ms 0 - 33 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.126 ms 0 - 6 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.998 ms 0 - 23 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8775P 1.408 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8650P 1.408 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8255P 1.408 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® QCS8450 1.308 ms 0 - 33 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.273 ms 3 - 8 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® Dragonwing™ Q-8750 0.457 ms 0 - 20 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA7255P 2.364 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE float Qualcomm® SA8295P 1.691 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Elite Mobile 0.457 ms 0 - 20 MB NPU
QuickSRNetSmall TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.401 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.274 ms 0 - 27 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.47 ms 0 - 32 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.075 ms 0 - 2 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.437 ms 0 - 3 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.412 ms 0 - 2 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8775P 0.605 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8650P 0.605 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8255P 0.605 ms 0 - 21 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® QCS8450 0.47 ms 0 - 32 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.556 ms 0 - 3 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1.503 ms 0 - 16 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.424 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.232 ms 0 - 25 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA7255P 0.905 ms 0 - 20 MB NPU
QuickSRNetSmall TFLITE w8a8 Qualcomm® SA8295P 0.801 ms 0 - 17 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.232 ms 0 - 25 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.179 ms 0 - 22 MB NPU
QuickSRNetSmall TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.424 ms 0 - 17 MB NPU

License

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

References

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