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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. PidNet_w8a8.onnx +2 -2
  2. README.md +50 -50
PidNet_w8a8.onnx CHANGED
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README.md CHANGED
@@ -37,52 +37,52 @@ 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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- | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 136.898 ms | 3 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 663.566 ms | 24 - 34 MB | NPU | Use Export Script |
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- | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 58.595 ms | 2 - 66 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 64.332 ms | 23 - 96 MB | NPU | Use Export Script |
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- | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.097 ms | 2 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 35.801 ms | 24 - 27 MB | NPU | Use Export Script |
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- | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.103 ms | 0 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 44.658 ms | 24 - 39 MB | NPU | Use Export Script |
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- | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 136.898 ms | 3 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 663.566 ms | 24 - 34 MB | NPU | Use Export Script |
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- | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 46.923 ms | 2 - 33 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 35.672 ms | 24 - 35 MB | NPU | Use Export Script |
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- | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 66.551 ms | 0 - 48 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 53.575 ms | 24 - 42 MB | NPU | Use Export Script |
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- | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.884 ms | 2 - 22 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 35.699 ms | 24 - 26 MB | NPU | Use Export Script |
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- | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.103 ms | 0 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 44.658 ms | 24 - 39 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 46.843 ms | 2 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 36.096 ms | 24 - 52 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 37.609 ms | 29 - 81 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.759 ms | 2 - 60 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 26.462 ms | 24 - 89 MB | NPU | Use Export Script |
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- | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 26.064 ms | 30 - 96 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 25.68 ms | 0 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 18.585 ms | 16 - 85 MB | NPU | Use Export Script |
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- | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 22.726 ms | 27 - 82 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 36.473 ms | 24 - 24 MB | NPU | Use Export Script |
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- | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 40.225 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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- | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 161.963 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 51.173 ms | 1 - 49 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 50.099 ms | 1 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 51.071 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 172.188 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 161.963 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 50.078 ms | 1 - 23 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 58.767 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 50.153 ms | 0 - 19 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 51.071 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 50.182 ms | 1 - 28 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 80.368 ms | 73 - 104 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 38.503 ms | 0 - 50 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 62.694 ms | 90 - 221 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 46.96 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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- | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 54.624 ms | 56 - 179 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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- | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 107.083 ms | 126 - 126 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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@@ -146,8 +146,8 @@ Profiling Results
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  PidNet
147
  Device : cs_8275 (ANDROID 14)
148
  Runtime : TFLITE
149
- Estimated inference time (ms) : 136.9
150
- Estimated peak memory usage (MB): [3, 52]
151
  Total # Ops : 169
152
  Compute Unit(s) : npu (169 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -236,13 +236,13 @@ 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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238
  ```bash
239
- python -m qai_hub_models.models.pidnet.demo --on-device
240
  ```
241
 
242
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
243
  environment, please add the following to your cell (instead of the above).
244
  ```
245
- %run -m qai_hub_models.models.pidnet.demo -- --on-device
246
  ```
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37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 687.364 ms | 0 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 663.547 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 57.322 ms | 3 - 67 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 64.668 ms | 17 - 102 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 47.67 ms | 2 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 35.625 ms | 24 - 28 MB | NPU | Use Export Script |
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+ | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 57.379 ms | 2 - 55 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 44.995 ms | 24 - 37 MB | NPU | Use Export Script |
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+ | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 687.364 ms | 0 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 663.547 ms | 24 - 33 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 47.055 ms | 2 - 23 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 36.302 ms | 24 - 28 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 64.565 ms | 2 - 54 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 52.654 ms | 24 - 41 MB | NPU | Use Export Script |
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+ | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 46.945 ms | 2 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 36.154 ms | 12 - 15 MB | NPU | Use Export Script |
56
+ | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 57.379 ms | 2 - 55 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
57
+ | PidNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 44.995 ms | 24 - 37 MB | NPU | Use Export Script |
58
+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 46.977 ms | 2 - 29 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
59
+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 35.777 ms | 24 - 55 MB | NPU | Use Export Script |
60
+ | PidNet | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 31.114 ms | 29 - 85 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
61
+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 31.689 ms | 1 - 65 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 26.06 ms | 24 - 96 MB | NPU | Use Export Script |
63
+ | PidNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 20.829 ms | 30 - 99 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 31.689 ms | 2 - 57 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.tflite) |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 23.411 ms | 24 - 95 MB | NPU | Use Export Script |
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+ | PidNet | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.123 ms | 28 - 92 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 37.07 ms | 24 - 24 MB | NPU | Use Export Script |
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+ | PidNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.446 ms | 24 - 24 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet.onnx) |
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+ | PidNet | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 164.171 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 52.019 ms | 1 - 53 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 51.606 ms | 0 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 52.46 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 179.258 ms | 2 - 81 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
74
+ | PidNet | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 164.171 ms | 1 - 38 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 51.517 ms | 0 - 23 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
76
+ | PidNet | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 60.931 ms | 1 - 40 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
77
+ | PidNet | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 51.669 ms | 0 - 20 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
78
+ | PidNet | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 52.46 ms | 1 - 39 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
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+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 51.526 ms | 0 - 18 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
80
+ | PidNet | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 84.663 ms | 77 - 108 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 39.463 ms | 1 - 52 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
82
+ | PidNet | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 66.5 ms | 87 - 273 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 39.396 ms | 1 - 42 MB | NPU | [PidNet.tflite](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.tflite) |
84
+ | PidNet | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 70.246 ms | 91 - 217 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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+ | PidNet | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 87.53 ms | 134 - 134 MB | NPU | [PidNet.onnx](https://huggingface.co/qualcomm/PidNet/blob/main/PidNet_w8a8.onnx) |
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146
  PidNet
147
  Device : cs_8275 (ANDROID 14)
148
  Runtime : TFLITE
149
+ Estimated inference time (ms) : 687.4
150
+ Estimated peak memory usage (MB): [0, 52]
151
  Total # Ops : 169
152
  Compute Unit(s) : npu (169 ops) gpu (0 ops) cpu (0 ops)
153
  ```
 
236
  You can also run the demo on-device.
237
 
238
  ```bash
239
+ python -m qai_hub_models.models.pidnet.demo --eval-mode on-device
240
  ```
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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.pidnet.demo -- --eval-mode on-device
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  ```
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