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ResNet101

Image Classification
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  1. README.md +72 -39
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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: 44.5M
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- - Model size: 170 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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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.336 ms | 0 - 375 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 3.373 ms | 1 - 45 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 3.345 ms | 0 - 204 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.425 ms | 0 - 117 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.459 ms | 1 - 44 MB | FP16 | NPU | [ResNet101.so](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.so) |
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- | ResNet101 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.426 ms | 0 - 43 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.295 ms | 0 - 92 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.308 ms | 1 - 39 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.349 ms | 1 - 37 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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- | ResNet101 | SA7255P ADP | SA7255P | TFLITE | 135.307 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA7255P ADP | SA7255P | QNN | 136.142 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.323 ms | 0 - 16 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.323 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8295P ADP | SA8295P | TFLITE | 5.629 ms | 0 - 78 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8295P ADP | SA8295P | QNN | 5.505 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.389 ms | 0 - 307 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8650 (Proxy) | SA8650P Proxy | QNN | 3.267 ms | 1 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | SA8775P ADP | SA8775P | TFLITE | 6.581 ms | 0 - 86 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | SA8775P ADP | SA8775P | QNN | 6.448 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 135.307 ms | 0 - 87 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 136.142 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.333 ms | 0 - 416 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.318 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 6.581 ms | 0 - 86 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 6.448 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.023 ms | 0 - 108 MB | FP16 | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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- | ResNet101 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 4.816 ms | 1 - 31 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.452 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet101 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.416 ms | 86 - 86 MB | FP16 | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +158,12 @@ python -m qai_hub_models.models.resnet101.export
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  Profiling Results
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  ------------------------------------------------------------
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  ResNet101
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 3.3
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- Estimated peak memory usage (MB): [0, 375]
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- Total # Ops : 147
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- Compute Unit(s) : NPU (147 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:
5
  - 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: 44.5M
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+ - Model size (float): 170 MB
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+ - Model size (w8a8): 43.9 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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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 18.404 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 18.379 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 4.871 ms | 0 - 108 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.796 ms | 1 - 29 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 3.351 ms | 0 - 354 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.274 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.524 ms | 0 - 86 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 5.402 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 18.404 ms | 0 - 87 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 18.379 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 3.344 ms | 0 - 434 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.312 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 5.644 ms | 0 - 79 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.496 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 3.347 ms | 0 - 83 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.274 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.524 ms | 0 - 86 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 5.402 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 3.334 ms | 0 - 283 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.274 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.343 ms | 0 - 204 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.434 ms | 0 - 118 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.4 ms | 0 - 37 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.464 ms | 0 - 43 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 2.294 ms | 0 - 91 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.tflite) |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.223 ms | 0 - 39 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.37 ms | 1 - 38 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.446 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet101 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.406 ms | 86 - 86 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101.onnx) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.731 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.943 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.49 ms | 0 - 90 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.899 ms | 0 - 79 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.157 ms | 0 - 189 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.265 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.326 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.451 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 4.564 ms | 0 - 74 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 6.298 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.408 ms | 0 - 3 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.731 ms | 0 - 43 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.943 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.157 ms | 0 - 186 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.268 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.801 ms | 0 - 46 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.882 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.152 ms | 0 - 188 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.277 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.326 ms | 0 - 45 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.451 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.161 ms | 0 - 185 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.269 ms | 0 - 157 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 36.889 ms | 0 - 194 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.884 ms | 0 - 89 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.976 ms | 0 - 76 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 29.278 ms | 15 - 690 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.795 ms | 0 - 47 MB | NPU | [ResNet101.tflite](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.tflite) |
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+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.796 ms | 0 - 46 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 26.688 ms | 0 - 622 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.254 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ResNet101 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 37.277 ms | 53 - 53 MB | NPU | [ResNet101.onnx](https://huggingface.co/qualcomm/ResNet101/blob/main/ResNet101_w8a8.onnx) |
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158
  Profiling Results
159
  ------------------------------------------------------------
160
  ResNet101
161
+ Device : cs_8275 (ANDROID 14)
162
+ Runtime : TFLITE
163
+ Estimated inference time (ms) : 18.4
164
+ Estimated peak memory usage (MB): [0, 87]
165
+ Total # Ops : 147
166
+ Compute Unit(s) : npu (147 ops) gpu (0 ops) cpu (0 ops)
167
  ```
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