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ResNet18

Image Classification
PyTorch
LiteRT
ONNX
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: 11.7M
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- - Model size: 44.6 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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- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.425 ms | 0 - 206 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.385 ms | 0 - 72 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
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- | ResNet18 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.163 ms | 0 - 79 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.011 ms | 0 - 43 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.97 ms | 1 - 23 MB | FP16 | NPU | [ResNet18.so](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.so) |
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- | ResNet18 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.839 ms | 0 - 21 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.905 ms | 0 - 20 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.769 ms | 1 - 17 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.708 ms | 1 - 17 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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- | ResNet18 | SA7255P ADP | SA7255P | TFLITE | 40.603 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA7255P ADP | SA7255P | QNN | 41.099 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.425 ms | 0 - 209 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.272 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8295P ADP | SA8295P | TFLITE | 2.457 ms | 0 - 17 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8295P ADP | SA8295P | QNN | 2.328 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.424 ms | 0 - 208 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.271 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | SA8775P ADP | SA8775P | TFLITE | 2.648 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | SA8775P ADP | SA8775P | QNN | 2.356 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 40.603 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 41.099 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.417 ms | 0 - 212 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.272 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.648 ms | 0 - 15 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.356 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.055 ms | 0 - 46 MB | FP16 | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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- | ResNet18 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.02 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.428 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | ResNet18 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.313 ms | 22 - 22 MB | FP16 | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +158,12 @@ python -m qai_hub_models.models.resnet18.export
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  Profiling Results
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  ------------------------------------------------------------
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  ResNet18
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 1.4
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- Estimated peak memory usage (MB): [0, 206]
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- Total # Ops : 38
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- Compute Unit(s) : NPU (38 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: 11.7M
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+ - Model size (float): 44.6 MB
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+ - Model size (w8a8): 11.3 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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+ | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 6.166 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 5.99 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.095 ms | 0 - 46 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.502 ms | 1 - 23 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.419 ms | 0 - 208 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.278 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 2.209 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.957 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 6.166 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 5.99 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.413 ms | 0 - 210 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.275 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.497 ms | 0 - 18 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.284 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.421 ms | 0 - 210 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.272 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 2.209 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.957 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.421 ms | 0 - 211 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.274 ms | 1 - 73 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.161 ms | 0 - 77 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.012 ms | 0 - 43 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.891 ms | 1 - 24 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.883 ms | 0 - 25 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.774 ms | 0 - 21 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.tflite) |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.81 ms | 1 - 19 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.713 ms | 1 - 18 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.398 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet18 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.293 ms | 23 - 23 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18.onnx) |
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+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.116 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.335 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.545 ms | 0 - 37 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.854 ms | 0 - 37 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.421 ms | 0 - 78 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.546 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.591 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.707 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.418 ms | 0 - 34 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 1.976 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 7.414 ms | 0 - 3 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.116 ms | 0 - 12 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.335 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.42 ms | 0 - 74 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.551 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.796 ms | 0 - 17 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.895 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.419 ms | 0 - 75 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.552 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.591 ms | 0 - 15 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.707 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.414 ms | 0 - 75 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.547 ms | 0 - 74 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.023 ms | 4 - 116 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.326 ms | 0 - 39 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.433 ms | 0 - 41 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 8.52 ms | 11 - 232 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.277 ms | 0 - 18 MB | NPU | [ResNet18.tflite](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.tflite) |
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+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.354 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.884 ms | 12 - 208 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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+ | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.6 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ResNet18 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.003 ms | 17 - 17 MB | NPU | [ResNet18.onnx](https://huggingface.co/qualcomm/ResNet18/blob/main/ResNet18_w8a8.onnx) |
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  Profiling Results
159
  ------------------------------------------------------------
160
  ResNet18
161
+ Device : cs_8275 (ANDROID 14)
162
+ Runtime : TFLITE
163
+ Estimated inference time (ms) : 6.2
164
+ Estimated peak memory usage (MB): [0, 15]
165
+ Total # Ops : 38
166
+ Compute Unit(s) : npu (38 ops) gpu (0 ops) cpu (0 ops)
167
  ```
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