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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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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.338 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.648 ms | 0 - 2 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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- | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.028 ms | 0 - 4 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.099 ms | 0 - 22 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.446 ms | 0 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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- | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.697 ms | 0 - 28 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.605 ms | 0 - 20 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.614 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.706 ms | 0 - 21 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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- | SESR-M5-Quantized | SA7255P ADP | SA7255P | TFLITE | 12.704 ms | 2 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA7255P ADP | SA7255P | QNN | 10.503 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.361 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.627 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.515 ms | 0 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8295P ADP | SA8295P | QNN | 1.362 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.334 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.627 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.406 ms | 0 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | SA8775P ADP | SA8775P | QNN | 1.028 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.099 ms | 2 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.916 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 22.919 ms | 2 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 12.704 ms | 2 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.503 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.329 ms | 0 - 7 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.631 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.406 ms | 0 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.028 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.936 ms | 2 - 21 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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- | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.935 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.744 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.062 ms | 3 - 3 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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@@ -76,7 +76,7 @@ More details on model performance across various devices, can be found
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  Install the package via pip:
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  ```bash
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- pip install "qai-hub-models[sesr-m5-quantized]"
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  ```
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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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+ | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.346 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.653 ms | 0 - 2 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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+ | SESR-M5-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.027 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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+ | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.12 ms | 0 - 26 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.448 ms | 0 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.so](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.so) |
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+ | SESR-M5-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.703 ms | 0 - 27 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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+ | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.354 ms | 1 - 19 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.498 ms | 0 - 19 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.705 ms | 0 - 18 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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+ | SESR-M5-Quantized | SA7255P ADP | SA7255P | TFLITE | 12.877 ms | 2 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | SA7255P ADP | SA7255P | QNN | 10.512 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.365 ms | 0 - 6 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.628 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.492 ms | 0 - 18 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | SA8295P ADP | SA8295P | QNN | 1.375 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.561 ms | 2 - 8 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.644 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.444 ms | 1 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | SA8775P ADP | SA8775P | QNN | 1.02 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.724 ms | 2 - 23 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.813 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 20.71 ms | 2 - 4 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 12.877 ms | 2 - 14 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 10.512 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.054 ms | 2 - 8 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.627 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.444 ms | 1 - 13 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.02 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.121 ms | 2 - 28 MB | INT8 | NPU | [SESR-M5-Quantized.tflite](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.tflite) |
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+ | SESR-M5-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.003 ms | 0 - 26 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.782 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | SESR-M5-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.048 ms | 3 - 3 MB | INT8 | NPU | [SESR-M5-Quantized.onnx](https://huggingface.co/qualcomm/SESR-M5-Quantized/blob/main/SESR-M5-Quantized.onnx) |
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  Install the package via pip:
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  ```bash
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+ pip install qai-hub-models
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  ```
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