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QuickSRNetMedium-Quantized

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@@ -35,38 +35,38 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.039 ms | 0 - 5 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.377 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 4.953 ms | 14 - 25 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.916 ms | 0 - 22 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.226 ms | 0 - 19 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.so) |
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- | QuickSRNetMedium-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.7 ms | 13 - 38 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.264 ms | 0 - 18 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.295 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.353 ms | 0 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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- | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | TFLITE | 4.793 ms | 2 - 13 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA7255P ADP | SA7255P | QNN | 2.287 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.122 ms | 0 - 7 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.383 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.853 ms | 0 - 16 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8295P ADP | SA8295P | QNN | 0.695 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.1 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.362 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.113 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | SA8775P ADP | SA8775P | QNN | 0.669 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.243 ms | 0 - 15 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 0.946 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.941 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.793 ms | 2 - 13 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.287 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.098 ms | 0 - 7 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.359 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.113 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.669 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.301 ms | 0 - 20 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.tflite) |
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- | QuickSRNetMedium-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.523 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.453 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | QuickSRNetMedium-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.763 ms | 14 - 14 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium-Quantized.onnx) |
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@@ -127,11 +127,11 @@ python -m qai_hub_models.models.quicksrnetmedium_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- QuickSRNetMedium-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 2.0
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- Estimated peak memory usage (MB): [0, 5]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
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  ```
@@ -215,20 +215,6 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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- ## Run demo on a cloud-hosted device
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-
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- You can also run the demo on-device.
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-
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- ```bash
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- python -m qai_hub_models.models.quicksrnetmedium_quantized.demo --on-device
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- ```
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-
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- **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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- environment, please add the following to your cell (instead of the above).
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- ```
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- %run -m qai_hub_models.models.quicksrnetmedium_quantized.demo -- --on-device
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- ```
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-
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  ## Deploying compiled model to Android
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.97 ms | 1 - 7 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.375 ms | 0 - 2 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.so) |
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+ | QuickSRNetMedium | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 4.39 ms | 0 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.107 ms | 0 - 21 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.227 ms | 0 - 18 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.so](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.so) |
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+ | QuickSRNetMedium | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.809 ms | 14 - 36 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.25 ms | 0 - 21 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.256 ms | 0 - 16 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.433 ms | 13 - 29 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.onnx) |
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+ | QuickSRNetMedium | SA7255P ADP | SA7255P | TFLITE | 4.262 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA7255P ADP | SA7255P | QNN | 2.287 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.102 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.36 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8295P ADP | SA8295P | TFLITE | 1.861 ms | 0 - 20 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8295P ADP | SA8295P | QNN | 0.698 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.105 ms | 0 - 5 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.361 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | SA8775P ADP | SA8775P | TFLITE | 2.12 ms | 1 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | SA8775P ADP | SA8775P | QNN | 0.665 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.24 ms | 0 - 14 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.03 ms | 0 - 13 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.185 ms | 2 - 4 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 4.262 ms | 2 - 12 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.287 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.302 ms | 0 - 6 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.374 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.12 ms | 1 - 11 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.665 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.693 ms | 2 - 27 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.tflite](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.tflite) |
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+ | QuickSRNetMedium | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.526 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.469 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | QuickSRNetMedium | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.664 ms | 14 - 14 MB | INT8 | NPU | [QuickSRNetMedium-Quantized.onnx](https://huggingface.co/qualcomm/QuickSRNetMedium-Quantized/blob/main/QuickSRNetMedium.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ QuickSRNetMedium
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 2.0
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+ Estimated peak memory usage (MB): [1, 7]
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  Total # Ops : 19
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  Compute Unit(s) : NPU (16 ops) CPU (3 ops)
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  ```
 
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  ## Deploying compiled model to Android
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