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Inception-v3

Image Classification
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ONNX
backbone
android
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@@ -35,39 +35,39 @@ 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.344 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.422 ms | 1 - 142 MB | FP16 | NPU | [Inception-v3.so](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.so) |
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- | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.755 ms | 0 - 227 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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- | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.996 ms | 0 - 24 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.054 ms | 0 - 24 MB | FP16 | NPU | [Inception-v3.so](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.so) |
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- | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.316 ms | 0 - 26 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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- | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.984 ms | 0 - 21 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.926 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.13 ms | 0 - 22 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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- | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.336 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.459 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | SA7255P ADP | SA7255P | TFLITE | 57.997 ms | 0 - 15 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | SA7255P ADP | SA7255P | QNN | 58.291 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.345 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.46 ms | 3 - 5 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | SA8295P ADP | SA8295P | TFLITE | 2.569 ms | 0 - 20 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | SA8295P ADP | SA8295P | QNN | 2.874 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.335 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.461 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | SA8775P ADP | SA8775P | TFLITE | 2.612 ms | 0 - 16 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | SA8775P ADP | SA8775P | QNN | 2.854 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.092 ms | 0 - 28 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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- | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.177 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.483 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.675 ms | 48 - 48 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -151,7 +151,7 @@ from qai_hub_models.models.inception_v3 import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -243,7 +243,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Inception-v3 can be found [here](https://github.com/pytorch/vision/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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 | 1.334 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.408 ms | 1 - 143 MB | FP16 | NPU | [Inception-v3.so](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.so) |
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+ | Inception-v3 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.741 ms | 0 - 223 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.997 ms | 0 - 24 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.054 ms | 1 - 24 MB | FP16 | NPU | [Inception-v3.so](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.so) |
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+ | Inception-v3 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.317 ms | 0 - 27 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.955 ms | 0 - 21 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.002 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.301 ms | 1 - 23 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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+ | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.33 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.46 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | SA7255P ADP | SA7255P | TFLITE | 57.906 ms | 0 - 16 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA7255P ADP | SA7255P | QNN | 58.12 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.336 ms | 0 - 192 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.465 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | SA8295P ADP | SA8295P | TFLITE | 2.563 ms | 0 - 20 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8295P ADP | SA8295P | QNN | 2.858 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.335 ms | 0 - 182 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.477 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | SA8775P ADP | SA8775P | TFLITE | 2.611 ms | 0 - 16 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | SA8775P ADP | SA8775P | QNN | 2.857 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.1 ms | 0 - 22 MB | FP16 | NPU | [Inception-v3.tflite](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.tflite) |
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+ | Inception-v3 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.179 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.464 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | Inception-v3 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.677 ms | 48 - 48 MB | FP16 | NPU | [Inception-v3.onnx](https://huggingface.co/qualcomm/Inception-v3/blob/main/Inception-v3.onnx) |
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  ## Installation
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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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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of Inception-v3 can be found
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+ [here](https://github.com/pytorch/vision/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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