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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. README.md +68 -66
  2. RegNet_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,65 +36,67 @@ More details on model performance across various devices, can be found
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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) | QNN | 9.871 ms | 1 - 10 MB | NPU | Use Export Script |
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- | RegNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.945 ms | 0 - 75 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 | 3.574 ms | 1 - 44 MB | NPU | Use Export Script |
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- | RegNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.006 ms | 0 - 13 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 | 1.982 ms | 1 - 4 MB | NPU | Use Export Script |
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- | RegNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.288 ms | 0 - 66 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 | 3.197 ms | 1 - 14 MB | NPU | Use Export Script |
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- | RegNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 9.871 ms | 1 - 10 MB | NPU | Use Export Script |
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- | RegNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.995 ms | 0 - 35 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 | 1.962 ms | 1 - 4 MB | NPU | Use Export Script |
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- | RegNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.524 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 | 3.339 ms | 0 - 18 MB | NPU | Use Export Script |
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- | RegNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.018 ms | 0 - 139 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 | 1.946 ms | 1 - 3 MB | NPU | Use Export Script |
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- | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.288 ms | 0 - 66 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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- | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.197 ms | 1 - 14 MB | NPU | Use Export Script |
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- | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.024 ms | 0 - 122 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 | 1.948 ms | 1 - 15 MB | NPU | Use Export Script |
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- | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.922 ms | 0 - 76 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 | 1.403 ms | 0 - 78 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 | 1.436 ms | 80 - 132 MB | NPU | Use Export Script |
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- | RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.434 ms | 0 - 52 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 | 1.351 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 | 1.286 ms | 0 - 46 MB | NPU | Use Export Script |
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- | RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.391 ms | 1 - 47 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 | 2.169 ms | 1 - 1 MB | NPU | Use Export Script |
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- | RegNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.987 ms | 40 - 40 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 | 1.994 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 | 2.317 ms | 0 - 9 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.975 ms | 0 - 72 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 | 1.407 ms | 0 - 62 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.758 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 | 0.905 ms | 0 - 3 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.09 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 | 1.211 ms | 0 - 14 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.513 ms | 0 - 55 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 | 3.913 ms | 0 - 14 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 51.482 ms | 3 - 88 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 | 1.994 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 | 2.317 ms | 0 - 9 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.744 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 | 0.918 ms | 0 - 2 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.369 ms | 0 - 46 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 | 1.577 ms | 0 - 17 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.744 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 | 0.912 ms | 0 - 2 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.09 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 | 1.211 ms | 0 - 14 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.754 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 | 0.925 ms | 0 - 19 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.486 ms | 0 - 55 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 | 0.551 ms | 0 - 70 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 | 0.645 ms | 0 - 62 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.597 ms | 0 - 111 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 | 0.515 ms | 0 - 46 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 | 0.586 ms | 0 - 51 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.601 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 | 1.079 ms | 1 - 1 MB | NPU | Use Export Script |
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- | RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.474 ms | 21 - 21 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
 
 
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@@ -157,11 +159,11 @@ Profiling Results
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  ------------------------------------------------------------
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  RegNet
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  Device : cs_8275 (ANDROID 14)
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- Runtime : QNN
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- Estimated inference time (ms) : 9.9
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- Estimated peak memory usage (MB): [1, 10]
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- Total # Ops : 188
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- Compute Unit(s) : npu (188 ops) gpu (0 ops) cpu (0 ops)
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  ```
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@@ -248,13 +250,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.regnet.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.regnet.demo -- --on-device
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  ```
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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 | 69.048 ms | 0 - 76 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 | 69.3 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.77 ms | 0 - 78 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 | 3.319 ms | 1 - 48 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.995 ms | 0 - 221 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 | 1.96 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | RegNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 3.259 ms | 0 - 77 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 | 3.202 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | RegNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 69.048 ms | 0 - 76 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 69.3 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.997 ms | 0 - 226 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 | 1.982 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 3.458 ms | 0 - 67 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 3.322 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.006 ms | 0 - 15 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 | 1.964 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 3.259 ms | 0 - 77 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet.tflite) |
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+ | RegNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 3.202 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.007 ms | 0 - 222 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 | 1.951 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.964 ms | 0 - 72 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 | 1.398 ms | 0 - 90 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 | 1.413 ms | 1 - 53 MB | NPU | Use Export Script |
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+ | RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.404 ms | 0 - 57 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 | 1.363 ms | 0 - 80 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 | 1.307 ms | 0 - 48 MB | NPU | Use Export Script |
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+ | RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.336 ms | 3 - 51 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 | 2.166 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | RegNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.026 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 | 9.323 ms | 0 - 47 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 | 9.823 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.903 ms | 0 - 72 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 | 1.318 ms | 0 - 65 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.765 ms | 0 - 78 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 | 0.924 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.101 ms | 0 - 48 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 | 1.236 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 2.55 ms | 0 - 56 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 | 3.946 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 40.353 ms | 3 - 88 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 | 9.323 ms | 0 - 47 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 | 9.823 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.765 ms | 0 - 79 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 | 0.904 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.396 ms | 0 - 47 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 | 1.573 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.764 ms | 0 - 80 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 | 0.923 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | RegNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.101 ms | 0 - 48 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 | 1.236 ms | 0 - 12 MB | NPU | Use Export Script |
89
+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.755 ms | 0 - 78 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
90
+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.929 ms | 0 - 48 MB | NPU | Use Export Script |
91
+ | RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.594 ms | 0 - 59 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
92
+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.545 ms | 0 - 77 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
93
+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.653 ms | 0 - 63 MB | NPU | Use Export Script |
94
+ | RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.698 ms | 0 - 118 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
95
+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.47 ms | 0 - 54 MB | NPU | [RegNet.tflite](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.tflite) |
96
+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.591 ms | 0 - 51 MB | NPU | Use Export Script |
97
+ | RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.638 ms | 0 - 83 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
98
+ | RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.096 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.568 ms | 22 - 22 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
100
 
101
 
102
 
 
159
  ------------------------------------------------------------
160
  RegNet
161
  Device : cs_8275 (ANDROID 14)
162
+ Runtime : TFLITE
163
+ Estimated inference time (ms) : 69.0
164
+ Estimated peak memory usage (MB): [0, 76]
165
+ Total # Ops : 114
166
+ Compute Unit(s) : npu (114 ops) gpu (0 ops) cpu (0 ops)
167
  ```
168
 
169
 
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.regnet.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.regnet.demo -- --eval-mode on-device
260
  ```
261
 
262
 
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