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Inception-v3-Quantized

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PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +36,38 @@ 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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- | Inception-v3-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.658 ms | 0 - 111 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.603 ms | 0 - 3 MB | INT8 | NPU | [Inception-v3-Quantized.so](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.so) |
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- | Inception-v3-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 26.558 ms | 5 - 129 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.onnx) |
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- | Inception-v3-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.492 ms | 0 - 55 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.46 ms | 0 - 19 MB | INT8 | NPU | [Inception-v3-Quantized.so](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.so) |
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- | Inception-v3-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 19.871 ms | 2 - 680 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.onnx) |
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- | Inception-v3-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.491 ms | 0 - 38 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.436 ms | 0 - 40 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 23.303 ms | 0 - 655 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.onnx) |
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- | Inception-v3-Quantized | SA7255P ADP | SA7255P | TFLITE | 8.488 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | SA7255P ADP | SA7255P | QNN | 8.464 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.656 ms | 0 - 7 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.598 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | SA8295P ADP | SA8295P | TFLITE | 1.123 ms | 0 - 36 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | SA8295P ADP | SA8295P | QNN | 1.147 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.661 ms | 0 - 111 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.608 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | SA8775P ADP | SA8775P | TFLITE | 0.933 ms | 0 - 35 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | SA8775P ADP | SA8775P | QNN | 0.868 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.439 ms | 0 - 53 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.915 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 8.069 ms | 0 - 2 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.488 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 8.464 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.651 ms | 0 - 112 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.602 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.933 ms | 0 - 35 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.868 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.876 ms | 0 - 55 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.tflite) |
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- | Inception-v3-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.798 ms | 0 - 49 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.643 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | Inception-v3-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.602 ms | 41 - 41 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3-Quantized.onnx) |
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@@ -128,11 +128,11 @@ python -m qai_hub_models.models.inception_v3_quantized.export
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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- Inception-v3-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 111]
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  Total # Ops : 142
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  Compute Unit(s) : NPU (142 ops)
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  ```
@@ -216,20 +216,6 @@ 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.inception_v3_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.inception_v3_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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+ | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.656 ms | 0 - 109 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.608 ms | 0 - 2 MB | INT8 | NPU | [Inception-v3-Quantized.so](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.so) |
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+ | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 25.602 ms | 0 - 197 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.49 ms | 0 - 51 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.456 ms | 0 - 21 MB | INT8 | NPU | [Inception-v3-Quantized.so](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.so) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 20.213 ms | 0 - 743 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.503 ms | 0 - 38 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.441 ms | 0 - 37 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 22.823 ms | 0 - 704 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | SA7255P ADP | SA7255P | TFLITE | 8.562 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA7255P ADP | SA7255P | QNN | 8.46 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.661 ms | 0 - 111 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.611 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | SA8295P ADP | SA8295P | TFLITE | 1.132 ms | 0 - 36 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8295P ADP | SA8295P | QNN | 1.137 ms | 0 - 18 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.658 ms | 0 - 111 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.611 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | SA8775P ADP | SA8775P | TFLITE | 0.948 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8775P ADP | SA8775P | QNN | 0.852 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 2.451 ms | 0 - 52 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 2.805 ms | 0 - 15 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 7.786 ms | 0 - 3 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 8.562 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 8.46 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.657 ms | 0 - 110 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.614 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 0.948 ms | 0 - 34 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 0.852 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 0.866 ms | 0 - 57 MB | INT8 | NPU | [Inception-v3-Quantized.tflite](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 0.799 ms | 0 - 52 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.634 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 26.74 ms | 42 - 42 MB | INT8 | NPU | [Inception-v3-Quantized.onnx](https://huggingface.co/qualcomm/Inception-v3-Quantized/blob/main/Inception-v3.onnx) |
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  ```
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  Profiling Results
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  ------------------------------------------------------------
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+ Inception-v3
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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+ Estimated peak memory usage (MB): [0, 109]
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  Total # Ops : 142
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  Compute Unit(s) : NPU (142 ops)
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  ```
 
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  ## Deploying compiled model to Android
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