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RegNet

Image Classification
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ONNX
backbone
android
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ More details on model performance across various devices, can be found
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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 | 2.038 ms | 0 - 113 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 | 2.138 ms | 0 - 70 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 | 2.178 ms | 0 - 74 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 | 1.396 ms | 0 - 33 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 | 1.477 ms | 1 - 33 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 | 1.546 ms | 0 - 35 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 | 1.368 ms | 0 - 32 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 | 1.204 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.575 ms | 1 - 34 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.014 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.023 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.186 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA7255P ADP | SA7255P | QNN | 69.608 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8255 (Proxy) | SA8255P 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.02 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.556 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8295P ADP | SA8295P | QNN | 3.646 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.048 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 | 2.039 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.931 ms | 0 - 27 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | SA8775P ADP | SA8775P | QNN | 4.153 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.804 ms | 0 - 31 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.912 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.201 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.233 ms | 41 - 41 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
 
 
 
 
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@@ -124,7 +128,7 @@ 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, 113]
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  Total # Ops : 114
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  Compute Unit(s) : NPU (114 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
3
  license: bsd-3-clause
 
4
  tags:
5
  - backbone
6
  - android
7
+ pipeline_tag: image-classification
8
 
9
  ---
10
 
 
35
 
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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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  |---|---|---|---|---|---|---|---|---|
38
+ | RegNet | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.025 ms | 0 - 122 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 | 2.014 ms | 1 - 3 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 | 2.129 ms | 0 - 76 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 | 1.413 ms | 0 - 31 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 | 1.429 ms | 1 - 20 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 | 1.589 ms | 0 - 36 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 | 1.362 ms | 0 - 32 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 | 1.425 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.293 ms | 1 - 32 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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+ | RegNet | SA7255P ADP | SA7255P | TFLITE | 69.115 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA7255P ADP | SA7255P | QNN | 69.63 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.02 ms | 0 - 113 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.028 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8295P ADP | SA8295P | TFLITE | 3.536 ms | 1 - 24 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8295P ADP | SA8295P | QNN | 3.686 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.025 ms | 0 - 122 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.019 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | SA8775P ADP | SA8775P | TFLITE | 3.907 ms | 0 - 27 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | SA8775P ADP | SA8775P | QNN | 4.121 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 69.115 ms | 0 - 26 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 69.63 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.045 ms | 0 - 112 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.008 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 3.907 ms | 0 - 27 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 4.121 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.832 ms | 0 - 25 MB | FP16 | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.943 ms | 1 - 26 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.25 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | RegNet | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.26 ms | 41 - 41 MB | FP16 | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.onnx) |
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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, 122]
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  Total # Ops : 114
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  Compute Unit(s) : NPU (114 ops)
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  ```