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README.md
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@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: quicksrnet_medium_3x_checkpoint
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- Input resolution: 128x128
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- Number of parameters: 55.0K
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- Model size: 220 KB
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium | SA7255P ADP | SA7255P |
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| QuickSRNetMedium |
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| QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy |
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| QuickSRNetMedium |
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| QuickSRNetMedium | SA8295P ADP | SA8295P |
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| QuickSRNetMedium |
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| QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy |
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| QuickSRNetMedium |
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| QuickSRNetMedium | SA8775P ADP | SA8775P |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium |
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| QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
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| QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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@@ -124,12 +157,12 @@ python -m qai_hub_models.models.quicksrnetmedium.export
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Profiling Results
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------------------------------------------------------------
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QuickSRNetMedium
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [
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Total # Ops : 17
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Compute Unit(s) :
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```
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### Model Details
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- **Model Type:** Model_use_case.super_resolution
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- **Model Stats:**
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- Model checkpoint: quicksrnet_medium_3x_checkpoint
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- Input resolution: 128x128
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- Number of parameters: 55.0K
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- Model size (float): 220 KB
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- Model size (w8a8): 67.2 KB
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| Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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| QuickSRNetMedium | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.88 ms | 6 - 17 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.665 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.818 ms | 0 - 23 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.262 ms | 0 - 24 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.151 ms | 6 - 15 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.871 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.19 ms | 0 - 14 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.318 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.88 ms | 6 - 17 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.665 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.394 ms | 0 - 9 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.846 ms | 0 - 4 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.107 ms | 0 - 16 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.434 ms | 0 - 19 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.697 ms | 0 - 9 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.914 ms | 0 - 3 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.19 ms | 0 - 14 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.318 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.423 ms | 0 - 10 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.863 ms | 0 - 6 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.492 ms | 0 - 4 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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| QuickSRNetMedium | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.849 ms | 0 - 20 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.502 ms | 58 - 80 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.946 ms | 0 - 25 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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| QuickSRNetMedium | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.163 ms | 0 - 16 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.tflite) |
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| QuickSRNetMedium | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.477 ms | 0 - 19 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.875 ms | 0 - 16 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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| QuickSRNetMedium | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.962 ms | 0 - 0 MB | NPU | Use Export Script |
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| QuickSRNetMedium | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.386 ms | 8 - 8 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium.onnx) |
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| QuickSRNetMedium | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.001 ms | 0 - 11 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 0.869 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.513 ms | 2 - 29 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.579 ms | 0 - 25 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.097 ms | 0 - 7 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.382 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.827 ms | 0 - 15 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.564 ms | 0 - 14 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.465 ms | 1 - 14 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 0.915 ms | 0 - 12 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 12.014 ms | 2 - 4 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.001 ms | 0 - 11 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 0.869 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.123 ms | 0 - 8 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.378 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.935 ms | 2 - 21 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.686 ms | 0 - 18 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.119 ms | 0 - 6 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.383 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.827 ms | 0 - 15 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.564 ms | 0 - 14 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.131 ms | 0 - 4 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.38 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.905 ms | 13 - 18 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.onnx) |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.907 ms | 0 - 20 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.227 ms | 0 - 22 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.996 ms | 14 - 30 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.onnx) |
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| QuickSRNetMedium | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.262 ms | 0 - 18 MB | NPU | [QuickSRNetMedium.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.tflite) |
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| QuickSRNetMedium | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.275 ms | 0 - 17 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.27 ms | 0 - 14 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.onnx) |
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| QuickSRNetMedium | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.469 ms | 0 - 0 MB | NPU | Use Export Script |
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| QuickSRNetMedium | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.533 ms | 15 - 15 MB | NPU | [QuickSRNetMedium.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium/blob/main/QuickSRNetMedium_w8a8.onnx) |
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Profiling Results
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QuickSRNetMedium
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 3.9
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Estimated peak memory usage (MB): [6, 17]
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Total # Ops : 17
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Compute Unit(s) : npu (14 ops) gpu (0 ops) cpu (3 ops)
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```
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