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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_large_3x_checkpoint
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- Input resolution: 128x128
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- Number of parameters: 424K
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- Model size: 1.63 MB
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge | SA7255P ADP | SA7255P |
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| QuickSRNetLarge |
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| QuickSRNetLarge | SA8255 (Proxy) | SA8255P Proxy |
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| QuickSRNetLarge |
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| QuickSRNetLarge | SA8295P ADP | SA8295P |
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| QuickSRNetLarge |
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| QuickSRNetLarge | SA8650 (Proxy) | SA8650P Proxy |
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| QuickSRNetLarge |
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| QuickSRNetLarge | SA8775P ADP | SA8775P |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge |
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| QuickSRNetLarge | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.
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| QuickSRNetLarge | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.
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@@ -124,12 +157,12 @@ python -m qai_hub_models.models.quicksrnetlarge.export
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Profiling Results
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------------------------------------------------------------
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QuickSRNetLarge
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) : 2
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Estimated peak memory usage (MB): [
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Total # Ops : 31
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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_large_3x_checkpoint
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- Input resolution: 128x128
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- Number of parameters: 424K
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- Model size (float): 1.63 MB
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- Model size (w8a8): 449 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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| QuickSRNetLarge | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.189 ms | 3 - 16 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 11.887 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.619 ms | 6 - 28 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.415 ms | 0 - 30 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.438 ms | 0 - 5 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.96 ms | 0 - 12 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.428 ms | 6 - 22 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.46 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.189 ms | 3 - 16 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 11.887 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.506 ms | 0 - 4 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.005 ms | 0 - 3 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.701 ms | 6 - 24 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.743 ms | 0 - 6 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.585 ms | 0 - 5 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.003 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.428 ms | 6 - 22 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.46 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.578 ms | 0 - 5 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.003 ms | 0 - 5 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.506 ms | 0 - 7 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.onnx) |
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| QuickSRNetLarge | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.673 ms | 0 - 28 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.326 ms | 0 - 26 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.686 ms | 0 - 26 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.onnx) |
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| QuickSRNetLarge | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.955 ms | 0 - 19 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.tflite) |
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| QuickSRNetLarge | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.348 ms | 0 - 17 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.764 ms | 0 - 17 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.onnx) |
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| QuickSRNetLarge | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.163 ms | 0 - 0 MB | NPU | Use Export Script |
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| QuickSRNetLarge | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.488 ms | 7 - 7 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge.onnx) |
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| QuickSRNetLarge | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.406 ms | 2 - 14 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.023 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.157 ms | 0 - 27 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.963 ms | 0 - 22 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.426 ms | 0 - 6 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.621 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.123 ms | 0 - 17 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.824 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.974 ms | 2 - 18 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.049 ms | 0 - 11 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 36.298 ms | 2 - 3 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.406 ms | 2 - 14 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.023 ms | 0 - 10 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.447 ms | 0 - 5 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.62 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.303 ms | 2 - 21 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.313 ms | 0 - 18 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.653 ms | 1 - 7 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.635 ms | 0 - 2 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.123 ms | 0 - 17 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.824 ms | 0 - 15 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.818 ms | 0 - 6 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.631 ms | 0 - 7 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.411 ms | 18 - 26 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.onnx) |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.093 ms | 0 - 24 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.404 ms | 0 - 23 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 12.33 ms | 22 - 48 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.onnx) |
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| QuickSRNetLarge | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.241 ms | 0 - 19 MB | NPU | [QuickSRNetLarge.tflite](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.tflite) |
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| QuickSRNetLarge | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.419 ms | 0 - 18 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.651 ms | 22 - 43 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.onnx) |
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| QuickSRNetLarge | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.773 ms | 0 - 0 MB | NPU | Use Export Script |
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| QuickSRNetLarge | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.479 ms | 33 - 33 MB | NPU | [QuickSRNetLarge.onnx](https://huggingface.co/qualcomm/QuickSRNetLarge/blob/main/QuickSRNetLarge_w8a8.onnx) |
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Profiling Results
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QuickSRNetLarge
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 14.2
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Estimated peak memory usage (MB): [3, 16]
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Total # Ops : 31
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Compute Unit(s) : npu (28 ops) gpu (0 ops) cpu (3 ops)
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```
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