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Mask2Former

Image Segmentation
PyTorch
android
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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 (27) hide show
  1. README.md +22 -22
  2. precompiled/qualcomm-qcs8275-proxy/Mask2Former_float.bin +2 -2
  3. precompiled/qualcomm-qcs8275-proxy/tool-versions.yaml +1 -1
  4. precompiled/qualcomm-qcs8450-proxy/Mask2Former_float.bin +2 -2
  5. precompiled/qualcomm-qcs8450-proxy/tool-versions.yaml +1 -1
  6. precompiled/qualcomm-qcs8550-proxy/Mask2Former_float.bin +2 -2
  7. precompiled/qualcomm-qcs8550-proxy/Mask2Former_float.onnx.zip +2 -2
  8. precompiled/qualcomm-qcs9075-proxy/Mask2Former_float.bin +2 -2
  9. precompiled/qualcomm-qcs9075-proxy/tool-versions.yaml +1 -1
  10. precompiled/qualcomm-sa7255p/Mask2Former_float.bin +2 -2
  11. precompiled/qualcomm-sa7255p/tool-versions.yaml +1 -1
  12. precompiled/qualcomm-sa8255p-proxy/Mask2Former_float.bin +2 -2
  13. precompiled/qualcomm-sa8255p-proxy/tool-versions.yaml +1 -1
  14. precompiled/qualcomm-sa8295p/Mask2Former_float.bin +2 -2
  15. precompiled/qualcomm-sa8295p/tool-versions.yaml +1 -1
  16. precompiled/qualcomm-sa8650p-proxy/Mask2Former_float.bin +2 -2
  17. precompiled/qualcomm-sa8650p-proxy/tool-versions.yaml +1 -1
  18. precompiled/qualcomm-sa8775p/Mask2Former_float.bin +2 -2
  19. precompiled/qualcomm-sa8775p/tool-versions.yaml +1 -1
  20. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Mask2Former_float.bin +2 -2
  21. precompiled/qualcomm-snapdragon-8-elite-for-galaxy/Mask2Former_float.onnx.zip +2 -2
  22. precompiled/qualcomm-snapdragon-8-elite-gen5/Mask2Former_float.bin +2 -2
  23. precompiled/qualcomm-snapdragon-8-elite-gen5/Mask2Former_float.onnx.zip +2 -2
  24. precompiled/qualcomm-snapdragon-8gen3/Mask2Former_float.bin +2 -2
  25. precompiled/qualcomm-snapdragon-8gen3/Mask2Former_float.onnx.zip +2 -2
  26. precompiled/qualcomm-snapdragon-x-elite/Mask2Former_float.bin +2 -2
  27. precompiled/qualcomm-snapdragon-x-elite/Mask2Former_float.onnx.zip +2 -2
README.md CHANGED
@@ -34,24 +34,24 @@ 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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- | Mask2Former | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 266.955 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Mask2Former | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 230.388 ms | 2 - 23 MB | NPU | Use Export Script |
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- | Mask2Former | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 142.883 ms | 2 - 4 MB | NPU | Use Export Script |
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- | Mask2Former | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 140.055 ms | 0 - 113 MB | NPU | Use Export Script |
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- | Mask2Former | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 147.062 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Mask2Former | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 266.955 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Mask2Former | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 145.029 ms | 2 - 4 MB | NPU | Use Export Script |
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- | Mask2Former | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 195.824 ms | 2 - 16 MB | NPU | Use Export Script |
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- | Mask2Former | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 144.461 ms | 2 - 5 MB | NPU | Use Export Script |
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- | Mask2Former | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 147.062 ms | 2 - 11 MB | NPU | Use Export Script |
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- | Mask2Former | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 97.818 ms | 2 - 20 MB | NPU | Use Export Script |
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- | Mask2Former | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 94.264 ms | 9 - 27 MB | NPU | Use Export Script |
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- | Mask2Former | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 71.714 ms | 2 - 19 MB | NPU | Use Export Script |
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- | Mask2Former | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 68.659 ms | 9 - 28 MB | NPU | Use Export Script |
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- | Mask2Former | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 57.774 ms | 2 - 13 MB | NPU | Use Export Script |
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- | Mask2Former | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 56.429 ms | 9 - 19 MB | NPU | Use Export Script |
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- | Mask2Former | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 143.684 ms | 2 - 2 MB | NPU | Use Export Script |
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- | Mask2Former | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 142.808 ms | 110 - 110 MB | NPU | Use Export Script |
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@@ -66,9 +66,9 @@ pip install "qai-hub-models[mask2former]" git+https://github.com/cocodataset/pan
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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 +76,7 @@ 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 +187,7 @@ 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
36
  |---|---|---|---|---|---|---|---|---|
37
+ | Mask2Former | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_CONTEXT_BINARY | 266.806 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Mask2Former | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_CONTEXT_BINARY | 224.265 ms | 2 - 19 MB | NPU | Use Export Script |
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+ | Mask2Former | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_CONTEXT_BINARY | 147.442 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Mask2Former | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | PRECOMPILED_QNN_ONNX | 143.614 ms | 0 - 113 MB | NPU | Use Export Script |
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+ | Mask2Former | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_CONTEXT_BINARY | 147.971 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Mask2Former | float | SA7255P ADP | Qualcomm® SA7255P | QNN_CONTEXT_BINARY | 266.806 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Mask2Former | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_CONTEXT_BINARY | 143.607 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Mask2Former | float | SA8295P ADP | Qualcomm® SA8295P | QNN_CONTEXT_BINARY | 191.865 ms | 2 - 16 MB | NPU | Use Export Script |
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+ | Mask2Former | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_CONTEXT_BINARY | 146.604 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Mask2Former | float | SA8775P ADP | Qualcomm® SA8775P | QNN_CONTEXT_BINARY | 147.971 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_CONTEXT_BINARY | 97.058 ms | 12 - 31 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | PRECOMPILED_QNN_ONNX | 94.904 ms | 9 - 28 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_CONTEXT_BINARY | 70.388 ms | 2 - 18 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | PRECOMPILED_QNN_ONNX | 68.82 ms | 9 - 29 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_CONTEXT_BINARY | 57.402 ms | 2 - 13 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | PRECOMPILED_QNN_ONNX | 56.41 ms | 7 - 17 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_CONTEXT_BINARY | 145.538 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | Mask2Former | float | Snapdragon X Elite CRD | Snapdragon® X Elite | PRECOMPILED_QNN_ONNX | 142.78 ms | 110 - 110 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
70
 
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+ Sign-in to [Qualcomm® AI Hub Workbench](https://workbench.aihub.qualcomm.com/) with your
72
  Qualcomm® ID. Once signed in navigate to `Account -> Settings -> API Token`.
73
 
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  With this API token, you can configure your client to run models on the cloud
 
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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://workbench.aihub.qualcomm.com/docs/) for more information.
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  spot check the output with expected output.
188
 
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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+ AI Hub Workbench. [Sign up for access](https://myaccount.qualcomm.com/signup).
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