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@@ -37,37 +37,38 @@ 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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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.451 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.517 ms | 0 - 3 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 55.292 ms | 10 - 72 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.316 ms | 0 - 34 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.36 ms | 0 - 19 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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- | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 43.894 ms | 1 - 324 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.296 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.365 ms | 0 - 27 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.847 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.168 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.447 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.5 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.834 ms | 0 - 22 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 0.891 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.453 ms | 0 - 26 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.516 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.773 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.111 ms | 0 - 21 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.324 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 13.735 ms | 0 - 7 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.847 ms | 0 - 16 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.168 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.448 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.512 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.773 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.834 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.495 ms | 0 - 23 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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- | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.607 ms | 0 - 24 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.629 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 54.007 ms | 28 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
 
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@@ -131,8 +132,8 @@ Profiling Results
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  MobileNet-v2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 0.5
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- Estimated peak memory usage (MB): [0, 26]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 ops)
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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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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.446 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.511 ms | 0 - 2 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 54.578 ms | 0 - 91 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.314 ms | 0 - 31 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.368 ms | 0 - 18 MB | INT8 | NPU | [MobileNet-v2-Quantized.so](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.so) |
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+ | MobileNet-v2-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 43.77 ms | 3 - 330 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.298 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.373 ms | 0 - 22 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.158 ms | 3 - 321 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | TFLITE | 1.857 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA7255P ADP | SA7255P | QNN | 2.199 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.446 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.503 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | TFLITE | 0.827 ms | 0 - 20 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8295P ADP | SA8295P | QNN | 0.892 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.447 ms | 0 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.511 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.775 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | SA8775P ADP | SA8775P | QNN | 0.828 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 1.13 ms | 0 - 25 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 1.351 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 12.264 ms | 0 - 8 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 1.857 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 2.199 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.45 ms | 0 - 27 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.515 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.775 ms | 0 - 17 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.828 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.554 ms | 0 - 28 MB | INT8 | NPU | [MobileNet-v2-Quantized.tflite](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.tflite) |
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+ | MobileNet-v2-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.675 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.61 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | MobileNet-v2-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 52.617 ms | 29 - 29 MB | INT8 | NPU | [MobileNet-v2-Quantized.onnx](https://huggingface.co/qualcomm/MobileNet-v2-Quantized/blob/main/MobileNet-v2-Quantized.onnx) |
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  MobileNet-v2-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 0.4
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+ Estimated peak memory usage (MB): [0, 27]
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  Total # Ops : 108
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  Compute Unit(s) : NPU (108 ops)
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  ```