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MaskRCNN

Image Segmentation
PyTorch
android
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v0.56.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.56.0 for changelog.

Files changed (2) hide show
  1. README.md +29 -33
  2. release_assets.json +2 -2
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 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.55.0/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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@@ -57,38 +57,34 @@ 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 | 45.237 ms | 7 - 1769 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 42.975 ms | 7 - 7 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 91.164 ms | 7 - 7 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 69.626 ms | 7 - 2329 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8275 | 354.065 ms | 0 - 1756 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 94.839 ms | 7 - 833 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 122.238 ms | 2 - 1758 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 122.238 ms | 2 - 1758 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 122.238 ms | 2 - 1758 MB | NPU
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- | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 52.303 ms | 7 - 1516 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 157.084 ms | 8 - 2735 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS9075 | 119.437 ms | 7 - 71 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 125.992 ms | 0 - 1430 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 354.065 ms | 0 - 1756 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS8750 | 52.303 ms | 7 - 1516 MB | NPU
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- | proposal_generator | QNN_DLC | float | Qualcomm® QCS7181 | 91.164 ms | 7 - 7 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 99.499 ms | 51 - 750 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 97.425 ms | 52 - 52 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® X Elite | 242.75 ms | 52 - 52 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 178.766 ms | 13 - 859 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8275 | 582.252 ms | 44 - 741 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 239.218 ms | 52 - 54 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8775P | 275.574 ms | 49 - 924 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8650P | 275.574 ms | 49 - 924 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8255P | 275.574 ms | 49 - 924 MB | NPU
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- | roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 124.845 ms | 16 - 707 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 329.843 ms | 39 - 957 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS9075 | 325.336 ms | 52 - 106 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 307.262 ms | 49 - 848 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® SA7255P | 582.252 ms | 44 - 741 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS8750 | 124.845 ms | 16 - 707 MB | NPU
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- | roi_head | QNN_DLC | float | Qualcomm® QCS7181 | 242.75 ms | 52 - 52 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 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.56.0/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® X2 Elite | 42.855 ms | 7 - 7 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 91.325 ms | 7 - 7 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 70.051 ms | 7 - 2327 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 152.938 ms | 8 - 2736 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8275 | 354.153 ms | 2 - 1758 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 95.709 ms | 7 - 16 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 | 152.938 ms | 8 - 2736 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 53.463 ms | 0 - 1510 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 125.945 ms | 3 - 1432 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 41.81 ms | 7 - 1789 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 354.153 ms | 2 - 1758 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS9075 | 118.978 ms | 7 - 71 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8750 | 53.463 ms | 0 - 1510 MB | NPU
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+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS7181 | 91.325 ms | 7 - 7 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 98.085 ms | 52 - 52 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® X Elite | 250.621 ms | 52 - 52 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 177.887 ms | 13 - 860 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 312.774 ms | 39 - 960 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8275 | 573.715 ms | 49 - 744 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 242.438 ms | 52 - 54 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8450 | 312.774 ms | 39 - 960 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 129.478 ms | 39 - 730 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 325.17 ms | 49 - 846 MB | NPU
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+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 96.26 ms | 15 - 721 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® SA7255P | 573.715 ms | 49 - 744 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS9075 | 324.226 ms | 52 - 106 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS8750 | 129.478 ms | 39 - 730 MB | NPU
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+ | roi_head | QNN_DLC | float | Qualcomm® QCS7181 | 250.621 ms | 52 - 52 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
@@ -1,5 +1,5 @@
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  {
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- "version": "0.55.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
@@ -7,7 +7,7 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.55.0/maskrcnn-qnn_dlc-float.zip"
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  }
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  }
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  }
 
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  {
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+ "version": "0.56.0",
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  "precisions": {
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  "float": {
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  "universal_assets": {
 
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
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  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/maskrcnn/releases/v0.56.0/maskrcnn-qnn_dlc-float.zip"
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  }
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  }
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  }