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RegNet

Image Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -1,6 +1,6 @@
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  ---
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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: 15.3M
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- - Model size: 58.3 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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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.99 ms | 0 - 22 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.033 ms | 0 - 12 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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- | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.995 ms | 0 - 70 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.417 ms | 0 - 79 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.415 ms | 1 - 53 MB | FP16 | NPU | [RegNet.so](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.so) |
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- | RegNet | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.424 ms | 0 - 53 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.351 ms | 0 - 68 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.333 ms | 1 - 45 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.137 ms | 1 - 46 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.102 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA7255P ADP | SA7255P | QNN | 69.31 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.042 ms | 0 - 18 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.966 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.517 ms | 0 - 63 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8295P ADP | SA8295P | QNN | 3.351 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.027 ms | 0 - 112 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.957 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.89 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8775P ADP | SA8775P | QNN | 3.807 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 69.102 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.31 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.998 ms | 0 - 142 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.951 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.89 ms | 0 - 65 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 3.807 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.953 ms | 0 - 76 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.939 ms | 1 - 48 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.153 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.99 ms | 39 - 39 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +158,12 @@ python -m qai_hub_models.models.regnet.export
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  Profiling Results
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  ------------------------------------------------------------
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  RegNet
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 2.0
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- Estimated peak memory usage (MB): [0, 22]
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- Total # Ops : 114
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- Compute Unit(s) : NPU (114 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: 15.3M
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+ - Model size (float): 58.3 MB
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+ - Model size (w8a8): 15.4 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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+ | RegNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 9.979 ms | 0 - 65 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 9.942 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.951 ms | 0 - 76 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 3.493 ms | 1 - 45 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.035 ms | 0 - 14 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.968 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.28 ms | 0 - 67 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 3.212 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | RegNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 9.979 ms | 0 - 65 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.942 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.988 ms | 0 - 169 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.995 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.511 ms | 0 - 63 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.336 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.007 ms | 0 - 16 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.949 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.28 ms | 0 - 67 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.212 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.016 ms | 0 - 34 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.999 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.986 ms | 0 - 71 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.396 ms | 0 - 77 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.425 ms | 1 - 52 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.413 ms | 0 - 53 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.353 ms | 0 - 69 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.288 ms | 0 - 46 MB | NPU | Use Export Script |
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+ | RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.365 ms | 1 - 46 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.159 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | RegNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.988 ms | 39 - 39 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.008 ms | 0 - 44 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.3 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.035 ms | 0 - 69 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.389 ms | 0 - 63 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.756 ms | 0 - 60 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.916 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.082 ms | 0 - 46 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.23 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.447 ms | 0 - 52 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 3.935 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 51.667 ms | 3 - 23 MB | GPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.008 ms | 0 - 44 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.3 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.751 ms | 0 - 60 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.923 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.334 ms | 0 - 45 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.6 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.754 ms | 0 - 60 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.922 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.082 ms | 0 - 46 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.23 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.734 ms | 0 - 59 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.919 ms | 0 - 22 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.448 ms | 0 - 58 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
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+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.565 ms | 0 - 73 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.673 ms | 0 - 67 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.67 ms | 3 - 120 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
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+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.518 ms | 0 - 49 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
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+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.506 ms | 0 - 53 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.612 ms | 0 - 79 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
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+ | RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.073 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.463 ms | 21 - 21 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
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  Profiling Results
159
  ------------------------------------------------------------
160
  RegNet
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+ Device : cs_8275 (ANDROID 14)
162
+ Runtime : TFLITE
163
+ Estimated inference time (ms) : 10.0
164
+ Estimated peak memory usage (MB): [0, 65]
165
+ Total # Ops : 114
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+ Compute Unit(s) : npu (114 ops) gpu (0 ops) cpu (0 ops)
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  ```
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