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ResNet50

Image Classification
PyTorch
LiteRT
backbone
android
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@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,77 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Image classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 25.5M
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- - Model size: 97.4 MB
 
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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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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.26 ms | 0 - 349 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.274 ms | 1 - 123 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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- | ResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.134 ms | 0 - 118 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.635 ms | 0 - 76 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.64 ms | 1 - 36 MB | FP16 | NPU | [ResNet50.so](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.so) |
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- | ResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.633 ms | 0 - 37 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.507 ms | 0 - 60 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.342 ms | 1 - 29 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.509 ms | 1 - 31 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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- | ResNet50 | SA7255P ADP | SA7255P | TFLITE | 76.258 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA7255P ADP | SA7255P | QNN | 77.124 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.278 ms | 0 - 340 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.186 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8295P ADP | SA8295P | TFLITE | 3.725 ms | 0 - 55 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8295P ADP | SA8295P | QNN | 3.623 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.261 ms | 0 - 348 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.2 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | SA8775P ADP | SA8775P | TFLITE | 4.109 ms | 0 - 57 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | SA8775P ADP | SA8775P | QNN | 3.958 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 76.258 ms | 0 - 56 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 77.124 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.263 ms | 0 - 349 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.186 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 4.109 ms | 0 - 57 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.958 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.178 ms | 0 - 72 MB | FP16 | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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- | ResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.151 ms | 1 - 28 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.269 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.217 ms | 50 - 50 MB | FP16 | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +158,12 @@ python -m qai_hub_models.models.resnet50.export
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  Profiling Results
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  ------------------------------------------------------------
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  ResNet50
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 2.3
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- Estimated peak memory usage (MB): [0, 349]
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- Total # Ops : 79
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- Compute Unit(s) : NPU (79 ops)
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  ```
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1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - backbone
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  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.image_classification
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  - **Model Stats:**
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  - Model checkpoint: Imagenet
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  - Input resolution: 224x224
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  - Number of parameters: 25.5M
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+ - Model size (float): 97.4 MB
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+ - Model size (w8a8): 25.1 MB
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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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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 10.742 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 10.707 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.171 ms | 0 - 74 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.725 ms | 0 - 26 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.259 ms | 0 - 348 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.194 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.488 ms | 0 - 57 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.355 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 10.742 ms | 0 - 56 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 10.707 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.266 ms | 0 - 345 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.185 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.725 ms | 0 - 52 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.597 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.258 ms | 0 - 347 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.187 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.488 ms | 0 - 57 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.355 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.261 ms | 0 - 349 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.2 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.157 ms | 0 - 107 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.632 ms | 0 - 76 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.623 ms | 0 - 34 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.616 ms | 0 - 37 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.509 ms | 0 - 60 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.tflite) |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.447 ms | 1 - 30 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.343 ms | 1 - 30 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.273 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.193 ms | 50 - 50 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50.onnx) |
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+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.684 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.994 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.012 ms | 0 - 52 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.277 ms | 0 - 49 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.774 ms | 0 - 95 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.891 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.96 ms | 0 - 28 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.066 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.951 ms | 0 - 43 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.815 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 12.098 ms | 0 - 2 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.684 ms | 0 - 26 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.994 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.787 ms | 0 - 93 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.896 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.266 ms | 0 - 29 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.395 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.782 ms | 0 - 93 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.899 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.96 ms | 0 - 28 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.066 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.778 ms | 0 - 95 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.896 ms | 0 - 96 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.072 ms | 0 - 61 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.588 ms | 0 - 55 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.685 ms | 0 - 48 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.803 ms | 0 - 56 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.537 ms | 0 - 27 MB | NPU | [ResNet50.tflite](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.tflite) |
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+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.576 ms | 0 - 28 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.828 ms | 0 - 38 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.926 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.01 ms | 27 - 27 MB | NPU | [ResNet50.onnx](https://huggingface.co/qualcomm/ResNet50/blob/main/ResNet50_w8a8.onnx) |
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158
  Profiling Results
159
  ------------------------------------------------------------
160
  ResNet50
161
+ Device : cs_8275 (ANDROID 14)
162
+ Runtime : TFLITE
163
+ Estimated inference time (ms) : 10.7
164
+ Estimated peak memory usage (MB): [0, 56]
165
+ Total # Ops : 79
166
+ Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
167
  ```
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