v0.29.1
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.
- README.md +64 -66
- RegNet_w8a8.bin +0 -3
- RegNet.bin → RegNet_w8a8.onnx +2 -2
- RegNet_w8a8.so +0 -3
- RegNet.so → RegNet_w8a8.tflite +2 -2
README.md
CHANGED
@@ -36,67 +36,65 @@ 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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| RegNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) |
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| RegNet | float |
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| RegNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) |
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| RegNet | float |
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| RegNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| RegNet | float |
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| RegNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| RegNet | float | Samsung Galaxy
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| RegNet | float | Samsung Galaxy
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| RegNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| RegNet | float |
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| RegNet | float |
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| RegNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| RegNet | float | Snapdragon
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| RegNet | float | Snapdragon
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| RegNet |
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| RegNet |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| RegNet | w8a8 | Samsung Galaxy
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| RegNet | w8a8 | Samsung Galaxy
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| RegNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| RegNet | w8a8 |
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| RegNet | w8a8 |
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| RegNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| RegNet | w8a8 | Snapdragon
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| RegNet | w8a8 | Snapdragon
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| RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.08 ms | 1 - 1 MB | NPU | Use Export Script |
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| RegNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.492 ms | 21 - 21 MB | NPU | [RegNet.onnx](https://huggingface.co/qualcomm/RegNet/blob/main/RegNet_w8a8.onnx) |
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@@ -159,11 +157,11 @@ 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 :
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [
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Total # Ops :
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Compute Unit(s) : npu (
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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) | 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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------------------------------------------------------------
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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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RegNet_w8a8.bin
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version https://git-lfs.github.com/spec/v1
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size 21156424
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RegNet.bin → RegNet_w8a8.onnx
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size 61357953
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RegNet_w8a8.so
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RegNet.so → RegNet_w8a8.tflite
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