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ResNet-Mixed-Convolution

Video Classification
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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 +26,63 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Video classification
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  - **Model Stats:**
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  - Model checkpoint: Kinectics-400
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  - Input resolution: 112x112
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  - Number of parameters: 11.7M
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- - Model size: 44.7 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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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 140.185 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 14.992 ms | 2 - 16 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.085 ms | 0 - 77 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 108.115 ms | 30 - 64 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 10.733 ms | 0 - 60 MB | FP16 | NPU | [ResNet-Mixed-Convolution.so](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.so) |
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- | ResNet-Mixed-Convolution | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.574 ms | 2 - 66 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 133.434 ms | 31 - 59 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 8.614 ms | 2 - 56 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 10.307 ms | 1 - 54 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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- | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | TFLITE | 991.546 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA7255P ADP | SA7255P | QNN | 760.688 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 142.051 ms | 31 - 42 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8255 (Proxy) | SA8255P Proxy | QNN | 14.422 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | TFLITE | 167.295 ms | 31 - 55 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8295P ADP | SA8295P | QNN | 27.603 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 142.327 ms | 31 - 70 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8650 (Proxy) | SA8650P Proxy | QNN | 14.272 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | TFLITE | 191.609 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | SA8775P ADP | SA8775P | QNN | 32.081 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 991.546 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 760.688 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 139.991 ms | 31 - 41 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 14.227 ms | 2 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 191.609 ms | 31 - 57 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 32.081 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 149.491 ms | 31 - 64 MB | FP16 | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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- | ResNet-Mixed-Convolution | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 25.732 ms | 2 - 50 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.104 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet-Mixed-Convolution | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.867 ms | 23 - 23 MB | FP16 | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +144,12 @@ python -m qai_hub_models.models.resnet_mixed.export
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  Profiling Results
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  ------------------------------------------------------------
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  ResNet-Mixed-Convolution
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 140.2
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- Estimated peak memory usage (MB): [31, 41]
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- Total # Ops : 57
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- Compute Unit(s) : NPU (53 ops) CPU (4 ops)
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  ```
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1
  ---
2
  library_name: pytorch
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+ license: other
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  tags:
5
  - backbone
6
  - android
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.video_classification
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  - **Model Stats:**
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  - Model checkpoint: Kinectics-400
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  - Input resolution: 112x112
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  - Number of parameters: 11.7M
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+ - Model size (float): 44.7 MB
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+ - Model size (w8a8): 11.7 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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+ | ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 343.367 ms | 31 - 57 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 98.835 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 166.491 ms | 31 - 69 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.033 ms | 2 - 60 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 145.437 ms | 31 - 41 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.255 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 155.618 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.1 ms | 2 - 17 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 343.367 ms | 31 - 57 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 98.835 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 147.636 ms | 31 - 43 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.31 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 166.292 ms | 31 - 56 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.631 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 141.0 ms | 31 - 42 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.368 ms | 3 - 5 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 155.618 ms | 31 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.1 ms | 2 - 17 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 143.665 ms | 31 - 43 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.222 ms | 2 - 25 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.349 ms | 0 - 73 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 111.595 ms | 31 - 65 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.238 ms | 2 - 71 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.476 ms | 2 - 59 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 109.783 ms | 29 - 58 MB | NPU | [ResNet-Mixed-Convolution.tflite](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.tflite) |
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+ | ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.265 ms | 2 - 68 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.171 ms | 2 - 56 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.92 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.954 ms | 22 - 22 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution.onnx) |
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+ | ResNet-Mixed-Convolution | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.414 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.546 ms | 1 - 57 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.171 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.841 ms | 1 - 14 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.414 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.174 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.617 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.178 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.531 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.168 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.934 ms | 0 - 37 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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+ | ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.012 ms | 1 - 55 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.653 ms | 0 - 60 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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+ | ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.754 ms | 1 - 42 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.073 ms | 1 - 47 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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+ | ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.531 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet-Mixed-Convolution | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.278 ms | 12 - 12 MB | NPU | [ResNet-Mixed-Convolution.onnx](https://huggingface.co/qualcomm/ResNet-Mixed-Convolution/blob/main/ResNet-Mixed-Convolution_w8a8.onnx) |
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  Profiling Results
145
  ------------------------------------------------------------
146
  ResNet-Mixed-Convolution
147
+ Device : cs_8275 (ANDROID 14)
148
+ Runtime : TFLITE
149
+ Estimated inference time (ms) : 343.4
150
+ Estimated peak memory usage (MB): [31, 57]
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+ Total # Ops : 57
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+ Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
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  ```
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