v0.30.5
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.
- QuickSRNetSmall_w8a8.onnx +2 -2
- QuickSRNetSmall_w8a8.tflite +2 -2
- README.md +63 -63
QuickSRNetSmall_w8a8.onnx
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QuickSRNetSmall_w8a8.tflite
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README.md
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@@ -35,67 +35,67 @@ More details on model performance across various devices, can be found
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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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|---|---|---|---|---|---|---|---|---|
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| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 8.
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| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.
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| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.
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| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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-
| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.
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| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.
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| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 8.
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| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.
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| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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-
| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.
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-
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.
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-
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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-
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.
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-
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.
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-
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.
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-
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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-
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.
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-
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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-
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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-
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.
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-
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
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-
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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-
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.
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| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.867 ms | 0 - 0 MB | NPU | Use Export Script |
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-
| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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-
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.
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-
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN |
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-
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.
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-
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.
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-
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.
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-
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.
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-
| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.
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| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.
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| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 0.
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| QuickSRNetSmall | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE |
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| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.
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-
| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN |
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| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.
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| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.
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| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.
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| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.
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| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.
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| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.
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| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.
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| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.
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-
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.
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| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.
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| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.
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| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.
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| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
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| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.
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@@ -159,7 +159,7 @@ Profiling Results
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QuickSRNetSmall
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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-
Estimated inference time (ms) :
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Estimated peak memory usage (MB): [6, 16]
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Total # Ops : 11
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Compute Unit(s) : npu (8 ops) gpu (0 ops) cpu (3 ops)
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@@ -249,13 +249,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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You can also run the demo on-device.
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```bash
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python -m qai_hub_models.models.quicksrnetsmall.demo --on-device
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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.quicksrnetsmall.demo -- --on-device
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```
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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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|---|---|---|---|---|---|---|---|---|
|
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+
| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.765 ms | 6 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 8.428 ms | 0 - 10 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.783 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.066 ms | 0 - 23 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.399 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.788 ms | 0 - 2 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.08 ms | 0 - 12 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.136 ms | 0 - 13 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.765 ms | 6 - 16 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 8.428 ms | 0 - 10 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.399 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.792 ms | 0 - 2 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.535 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.351 ms | 0 - 17 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.323 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.767 ms | 0 - 10 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.08 ms | 0 - 12 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.136 ms | 0 - 13 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.319 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
|
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+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.761 ms | 0 - 8 MB | NPU | Use Export Script |
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+
| QuickSRNetSmall | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.403 ms | 0 - 7 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
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+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.827 ms | 0 - 21 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
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+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.447 ms | 0 - 25 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.803 ms | 0 - 26 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
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+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.118 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.tflite) |
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+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.681 ms | 0 - 15 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.691 ms | 0 - 22 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
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| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.867 ms | 0 - 0 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.525 ms | 8 - 8 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall.onnx) |
|
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+
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.732 ms | 2 - 11 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
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+
| QuickSRNetSmall | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.606 ms | 0 - 9 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.281 ms | 0 - 24 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
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+
| QuickSRNetSmall | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.464 ms | 0 - 18 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.104 ms | 0 - 3 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
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+
| QuickSRNetSmall | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.353 ms | 0 - 2 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.707 ms | 0 - 12 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.532 ms | 0 - 12 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.088 ms | 0 - 14 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 0.867 ms | 0 - 14 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 9.214 ms | 2 - 4 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.732 ms | 2 - 11 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.606 ms | 0 - 9 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.04 ms | 0 - 6 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.349 ms | 0 - 4 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.847 ms | 0 - 17 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.667 ms | 0 - 17 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.051 ms | 0 - 4 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.346 ms | 0 - 2 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.707 ms | 0 - 12 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.532 ms | 0 - 12 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.057 ms | 0 - 6 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.354 ms | 0 - 10 MB | NPU | Use Export Script |
|
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+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.088 ms | 0 - 11 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
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+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.866 ms | 0 - 19 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
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+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.216 ms | 0 - 21 MB | NPU | Use Export Script |
|
93 |
+
| QuickSRNetSmall | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.218 ms | 0 - 21 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
94 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.351 ms | 0 - 17 MB | NPU | [QuickSRNetSmall.tflite](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.tflite) |
|
95 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.269 ms | 0 - 18 MB | NPU | Use Export Script |
|
96 |
+
| QuickSRNetSmall | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.074 ms | 0 - 13 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
97 |
+
| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.43 ms | 0 - 0 MB | NPU | Use Export Script |
|
98 |
+
| QuickSRNetSmall | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.906 ms | 14 - 14 MB | NPU | [QuickSRNetSmall.onnx](https://huggingface.co/qualcomm/QuickSRNetSmall/blob/main/QuickSRNetSmall_w8a8.onnx) |
|
99 |
|
100 |
|
101 |
|
|
|
159 |
QuickSRNetSmall
|
160 |
Device : cs_8275 (ANDROID 14)
|
161 |
Runtime : TFLITE
|
162 |
+
Estimated inference time (ms) : 10.8
|
163 |
Estimated peak memory usage (MB): [6, 16]
|
164 |
Total # Ops : 11
|
165 |
Compute Unit(s) : npu (8 ops) gpu (0 ops) cpu (3 ops)
|
|
|
249 |
You can also run the demo on-device.
|
250 |
|
251 |
```bash
|
252 |
+
python -m qai_hub_models.models.quicksrnetsmall.demo --eval-mode on-device
|
253 |
```
|
254 |
|
255 |
**NOTE**: If you want running in a Jupyter Notebook or Google Colab like
|
256 |
environment, please add the following to your cell (instead of the above).
|
257 |
```
|
258 |
+
%run -m qai_hub_models.models.quicksrnetsmall.demo -- --eval-mode on-device
|
259 |
```
|
260 |
|
261 |
|