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CenterNet-2D

Object Detection
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v0.42.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.42.0 for changelog.

Files changed (28) hide show
  1. README.md +22 -21
  2. precompiled/qualcomm-qcs8275-proxy/CenterNet-2D_float.bin +2 -2
  3. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +1 -1
  4. precompiled/qualcomm-qcs8450-proxy/CenterNet-2D_float.bin +2 -2
  5. precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +1 -1
  6. precompiled/qualcomm-qcs8550-proxy/CenterNet-2D_float.bin +2 -2
  7. precompiled/qualcomm-qcs8550-proxy/CenterNet-2D_float.onnx.zip +2 -2
  8. precompiled/qualcomm-qcs9075-proxy/CenterNet-2D_float.bin +2 -2
  9. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  10. precompiled/qualcomm-sa7255p/CenterNet-2D_float.bin +2 -2
  11. precompiled/qualcomm-sa7255p/tool-versions.yaml +1 -1
  12. precompiled/qualcomm-sa8255p-proxy/CenterNet-2D_float.bin +2 -2
  13. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +1 -1
  14. precompiled/qualcomm-sa8295p/CenterNet-2D_float.bin +2 -2
  15. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  16. precompiled/qualcomm-sa8650p-proxy/CenterNet-2D_float.bin +2 -2
  17. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +1 -1
  18. precompiled/qualcomm-sa8775p/CenterNet-2D_float.bin +2 -2
  19. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  20. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/CenterNet-2D_float.bin +2 -2
  21. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/CenterNet-2D_float.onnx.zip +2 -2
  22. precompiled/qualcomm-snapdragon-8-elite-gen5/CenterNet-2D_float.bin +2 -2
  23. precompiled/qualcomm-snapdragon-8-elite-gen5/CenterNet-2D_float.onnx.zip +3 -0
  24. precompiled/qualcomm-snapdragon-8-elite-gen5/tool-versions.yaml +3 -2
  25. precompiled/qualcomm-snapdragon-8gen3/CenterNet-2D_float.bin +2 -2
  26. precompiled/qualcomm-snapdragon-8gen3/CenterNet-2D_float.onnx.zip +2 -2
  27. precompiled/qualcomm-snapdragon-x-elite/CenterNet-2D_float.bin +2 -2
  28. precompiled/qualcomm-snapdragon-x-elite/CenterNet-2D_float.onnx.zip +2 -2
README.md CHANGED
@@ -35,23 +35,24 @@ 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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- | CenterNet-2D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 553.912 ms | 3 - 13 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 730.258 ms | 4 - 24 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 428.708 ms | 3 - 5 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 398.074 ms | 0 - 63 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 421.391 ms | 1 - 11 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 553.912 ms | 3 - 13 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 429.888 ms | 3 - 5 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 482.626 ms | 0 - 16 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 431.621 ms | 3 - 6 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 421.391 ms | 1 - 11 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 317.413 ms | 3 - 22 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 291.555 ms | 16 - 34 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 288.71 ms | 3 - 20 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 290.218 ms | 14 - 25 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 250.803 ms | 3 - 14 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 410.85 ms | 3 - 3 MB | NPU | Use Export Script |
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- | CenterNet-2D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 385.083 ms | 56 - 56 MB | NPU | Use Export Script |
 
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@@ -66,9 +67,9 @@ pip install "qai-hub-models[centernet-2d]"
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  ```
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- ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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- Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
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  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
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  With this API token, you can configure your client to run models on the cloud
@@ -76,7 +77,7 @@ hosted devices.
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  ```bash
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  qai-hub configure --api_token API_TOKEN
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  ```
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- Navigate to [docs](https://app.aihub.qualcomm.com/docs/) for more information.
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@@ -187,7 +188,7 @@ With the output of the model, you can compute like PSNR, relative errors or
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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- AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
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+ | CenterNet-2D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 563.359 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 740.347 ms | 3 - 24 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 450.919 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 396.297 ms | 0 - 64 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 1276.745 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 563.359 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 449.755 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 487.36 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 452.797 ms | 3 - 6 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 1276.745 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 316.349 ms | 6 - 25 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 286.729 ms | 16 - 34 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 289.869 ms | 3 - 17 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 290.191 ms | 13 - 24 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 259.422 ms | 3 - 14 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 287.985 ms | 15 - 26 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 449.953 ms | 3 - 3 MB | NPU | Use Export Script |
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+ | CenterNet-2D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 384.859 ms | 56 - 56 MB | NPU | Use Export Script |
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  ```
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+ ## Configure Qualcomm® AI Hub Workbench to run this model on a cloud-hosted device
71
 
72
+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
73
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
74
 
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  With this API token, you can configure your client to run models on the cloud
 
77
  ```bash
78
  qai-hub configure --api_token API_TOKEN
79
  ```
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+ Navigate to [docs](https://workbench.aihub.qualcomm.com/docs/) for more information.
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  spot check the output with expected output.
189
 
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
191
+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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