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MaskRCNN

Image Segmentation
PyTorch
android
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v0.50.2

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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +25 -23
  2. release_assets.json +1 -1
README.md CHANGED
@@ -27,7 +27,7 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.50.1/maskrcnn-qnn_dlc-float.zip)
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  For more device-specific assets and performance metrics, visit **[MaskRCNN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/maskrcnn)**.
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@@ -57,28 +57,30 @@ See our repository for [MaskRCNN on GitHub](https://github.com/qualcomm/ai-hub-m
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 56.939 ms | 7 - 1326 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 58.441 ms | 7 - 7 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 139.008 ms | 7 - 7 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 105.679 ms | 7 - 1393 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 415.448 ms | 2 - 1195 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 148.486 ms | 7 - 751 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 167.193 ms | 1 - 1195 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 210.601 ms | 8 - 1353 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 415.448 ms | 2 - 1195 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 168.736 ms | 0 - 1139 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.498 ms | 7 - 1304 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 93.517 ms | 51 - 854 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 99.886 ms | 52 - 52 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® X Elite | 235.822 ms | 52 - 52 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 180.185 ms | 49 - 929 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 596.745 ms | 49 - 849 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 242.165 ms | 52 - 54 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8775P | 1129.878 ms | 40 - 841 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 326.792 ms | 39 - 940 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA7255P | 596.745 ms | 49 - 849 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 302.095 ms | 49 - 974 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 126.714 ms | 34 - 824 MB | NPU
 
 
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  ## License
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  * The license for the original implementation of MaskRCNN can be found
 
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.50.2/maskrcnn-qnn_dlc-float.zip)
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  For more device-specific assets and performance metrics, visit **[MaskRCNN on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/maskrcnn)**.
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 54.714 ms | 7 - 1325 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 58.092 ms | 7 - 7 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 140.594 ms | 7 - 7 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 107.115 ms | 7 - 1391 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 416.068 ms | 0 - 1193 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 149.815 ms | 7 - 10 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 167.146 ms | 2 - 1195 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS9075 | 172.276 ms | 7 - 71 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 205.605 ms | 8 - 1353 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 416.068 ms | 0 - 1193 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 168.632 ms | 0 - 1140 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 71.309 ms | 7 - 1303 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 94.933 ms | 45 - 714 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 99.942 ms | 52 - 52 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® X Elite | 239.657 ms | 52 - 52 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 178.724 ms | 16 - 831 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 582.307 ms | 42 - 858 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 252.096 ms | 52 - 54 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® SA8775P | 274.199 ms | 47 - 842 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS9075 | 332.746 ms | 52 - 106 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 315.454 ms | 39 - 931 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® SA7255P | 582.307 ms | 42 - 858 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 302.361 ms | 49 - 985 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 127.0 ms | 36 - 824 MB | NPU
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  ## License
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  * The license for the original implementation of MaskRCNN can be found
release_assets.json CHANGED
@@ -1 +1 @@
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- {"version":"0.50.1","precisions":{"float":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.50.1/maskrcnn-qnn_dlc-float.zip"}}}}}
 
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+ {"version":"0.50.2","precisions":{"float":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.50.2/maskrcnn-qnn_dlc-float.zip"}}}}}