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See https://github.com/qualcomm/ai-hub-models/releases/v0.50.0 for changelog.

Files changed (2) hide show
  1. README.md +171 -171
  2. release_assets.json +1 -0
README.md CHANGED
@@ -14,7 +14,7 @@ pipeline_tag: object-detection
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  Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset).
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  This is based on the implementation of Detectron2-Detection found [here](https://github.com/facebookresearch/detectron2/).
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- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/detectron2_detection) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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@@ -27,28 +27,28 @@ 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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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-onnx-w8a16.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-onnx-w8a8.zip)
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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/detectron2_detection/releases/v0.49.1/detectron2_detection-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-qnn_dlc-w8a16.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-qnn_dlc-w8a8.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.49.1/detectron2_detection-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[Detectron2-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detectron2_detection)**.
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  ### Option 2: Export with Custom Configurations
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- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/detectron2_detection) Python library to compile and export the model with your own:
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  - Custom weights (e.g., fine-tuned checkpoints)
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  - Custom input shapes
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  - Target device and runtime configurations
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  This option is ideal if you need to customize the model beyond the default configuration provided here.
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- See our repository for [Detectron2-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/tree/v0.49.1/qai_hub_models/models/detectron2_detection) for usage instructions.
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  ## Model Details
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@@ -63,166 +63,166 @@ See our repository for [Detectron2-Detection on GitHub](https://github.com/qualc
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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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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.53 ms | 35 - 491 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® X2 Elite | 17.773 ms | 64 - 64 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® X Elite | 36.884 ms | 66 - 66 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.738 ms | 33 - 569 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.195 ms | 11 - 46 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS9075 | 63.642 ms | 7 - 17 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.012 ms | 26 - 471 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.58 ms | 18 - 520 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.754 ms | 35 - 35 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X Elite | 19.938 ms | 33 - 33 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.741 ms | 17 - 564 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS6490 | 2956.028 ms | 187 - 204 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.362 ms | 6 - 30 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS9075 | 27.697 ms | 18 - 21 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.278 ms | 13 - 531 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1404.521 ms | 191 - 198 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.778 ms | 8 - 428 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.943 ms | 19 - 19 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X Elite | 11.76 ms | 19 - 19 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.557 ms | 7 - 470 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS6490 | 447.722 ms | 152 - 179 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.972 ms | 0 - 27 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS9075 | 15.789 ms | 10 - 13 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCM6690 | 446.789 ms | 149 - 157 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.234 ms | 9 - 434 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 359.661 ms | 124 - 132 MB | CPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.217 ms | 7 - 480 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X2 Elite | 23.977 ms | 7 - 7 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X Elite | 57.864 ms | 7 - 7 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.279 ms | 7 - 563 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.373 ms | 1 - 461 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.104 ms | 7 - 10 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8775P | 315.062 ms | 0 - 459 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 89.595 ms | 7 - 502 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA7255P | 188.373 ms | 1 - 461 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8295P | 80.923 ms | 0 - 423 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.733 ms | 7 - 475 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.01 ms | 4 - 479 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.841 ms | 4 - 4 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.194 ms | 4 - 4 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 28.685 ms | 4 - 599 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 162.589 ms | 3 - 13 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 82.963 ms | 2 - 497 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.571 ms | 4 - 32 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 208.265 ms | 1 - 496 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.577 ms | 0 - 11 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 434.051 ms | 4 - 561 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.229 ms | 4 - 578 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 82.963 ms | 2 - 497 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.658 ms | 3 - 497 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.687 ms | 4 - 431 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.11 ms | 4 - 506 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.105 ms | 2 - 421 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.676 ms | 2 - 2 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.396 ms | 2 - 2 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.472 ms | 2 - 495 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.896 ms | 4 - 10 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.124 ms | 2 - 428 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.508 ms | 2 - 5 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 39.453 ms | 2 - 429 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 44.787 ms | 3 - 9 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 179.514 ms | 2 - 418 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.449 ms | 2 - 484 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.124 ms | 2 - 428 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.925 ms | 2 - 429 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.919 ms | 2 - 416 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.795 ms | 2 - 436 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.735 ms | 10 - 476 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Qualcomm® SA8295P | 62.246 ms | 11 - 443 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.013 ms | 10 - 473 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.275 ms | 1 - 433 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.435 ms | 2 - 487 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.296 ms | 0 - 412 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.818 ms | 3 - 9 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.156 ms | 3 - 414 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.962 ms | 3 - 471 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.296 ms | 0 - 412 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.59 ms | 3 - 415 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.196 ms | 1 - 421 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.813 ms | 1 - 442 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.639 ms | 10 - 1327 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® X2 Elite | 31.468 ms | 32 - 32 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® X Elite | 67.858 ms | 29 - 29 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.955 ms | 2 - 1521 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Qualcomm® QCS8550 (Proxy) | 64.404 ms | 0 - 33 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Qualcomm® QCS9075 | 116.175 ms | 10 - 22 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.712 ms | 0 - 1245 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.683 ms | 4 - 478 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X2 Elite | 17.117 ms | 14 - 14 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X Elite | 34.328 ms | 12 - 12 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.727 ms | 5 - 484 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS6490 | 8761.805 ms | 3029 - 3042 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.334 ms | 0 - 18 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS9075 | 45.377 ms | 5 - 8 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.912 ms | 0 - 464 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3826.581 ms | 2950 - 2957 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.117 ms | 0 - 319 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X2 Elite | 8.828 ms | 15 - 15 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X Elite | 19.126 ms | 14 - 14 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.661 ms | 2 - 361 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS6490 | 1697.379 ms | 2531 - 2540 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.598 ms | 0 - 193 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS9075 | 73.807 ms | 2 - 5 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCM6690 | 1061.071 ms | 2432 - 2439 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.468 ms | 2 - 323 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 976.001 ms | 2442 - 2450 MB | CPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.45 ms | 9 - 1649 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X2 Elite | 32.265 ms | 10 - 10 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X Elite | 64.327 ms | 10 - 10 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.378 ms | 10 - 2297 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.753 ms | 1 - 1563 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.604 ms | 10 - 12 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8775P | 96.974 ms | 1 - 1563 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 117.848 ms | 4 - 445 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA7255P | 332.753 ms | 1 - 1563 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8295P | 88.547 ms | 0 - 393 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.106 ms | 10 - 1569 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.862 ms | 5 - 427 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.166 ms | 5 - 5 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.52 ms | 5 - 5 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.433 ms | 5 - 435 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 147.588 ms | 1 - 7 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.888 ms | 5 - 371 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.745 ms | 5 - 7 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.607 ms | 5 - 371 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 45.02 ms | 0 - 7 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 623.495 ms | 5 - 578 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 61.467 ms | 5 - 431 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.888 ms | 5 - 371 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.399 ms | 0 - 367 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.361 ms | 5 - 423 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.638 ms | 5 - 464 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.152 ms | 2 - 320 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.324 ms | 2 - 2 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.118 ms | 2 - 2 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.573 ms | 2 - 359 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 84.121 ms | 4 - 8 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 51.739 ms | 2 - 305 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.577 ms | 2 - 6 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.785 ms | 1 - 304 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 78.166 ms | 1 - 5 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 337.461 ms | 2 - 400 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 39.095 ms | 2 - 354 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA7255P | 51.739 ms | 2 - 305 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.49 ms | 2 - 305 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.904 ms | 2 - 323 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.92 ms | 2 - 337 MB | NPU
213
- | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1989.751 ms | 0 - 2980 MB | NPU
214
- | Detectron2ROIHead | TFLITE | float | Qualcomm® SA8295P | 1283.28 ms | 0 - 1587 MB | CPU
215
- | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2184.982 ms | 1 - 2785 MB | NPU
216
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 168.4 ms | 0 - 1611 MB | NPU
217
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 239.747 ms | 0 - 1782 MB | NPU
218
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 481.017 ms | 0 - 1479 MB | NPU
219
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 305.222 ms | 0 - 4 MB | NPU
220
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8775P | 333.483 ms | 0 - 1479 MB | NPU
221
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 805.396 ms | 0 - 848 MB | NPU
222
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA7255P | 481.017 ms | 0 - 1479 MB | NPU
223
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8295P | 345.923 ms | 0 - 735 MB | NPU
224
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 174.799 ms | 0 - 1308 MB | NPU
225
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.967 ms | 1120 - 2374 MB | NPU
226
 
227
  ## License
228
  * The license for the original implementation of Detectron2-Detection can be found
 
14
  Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset).
15
 
16
  This is based on the implementation of Detectron2-Detection found [here](https://github.com/facebookresearch/detectron2/).
17
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/detectron2_detection) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
18
 
19
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
20
 
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-onnx-float.zip)
31
+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-onnx-w8a16.zip)
32
+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-onnx-w8a8.zip)
33
+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-qnn_dlc-float.zip)
34
+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-qnn_dlc-w8a16.zip)
35
+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-qnn_dlc-w8a8.zip)
36
+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-tflite-float.zip)
37
+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.0/detectron2_detection-tflite-w8a8.zip)
38
 
39
  For more device-specific assets and performance metrics, visit **[Detectron2-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detectron2_detection)**.
40
 
41
 
42
  ### Option 2: Export with Custom Configurations
43
 
44
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/detectron2_detection) Python library to compile and export the model with your own:
45
  - Custom weights (e.g., fine-tuned checkpoints)
46
  - Custom input shapes
47
  - Target device and runtime configurations
48
 
49
  This option is ideal if you need to customize the model beyond the default configuration provided here.
50
 
51
+ See our repository for [Detectron2-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/qai_hub_models/models/detectron2_detection) for usage instructions.
52
 
53
  ## Model Details
54
 
 
63
  ## Performance Summary
64
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
65
  |---|---|---|---|---|---|---
66
+ | proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.53 ms | 35 - 491 MB | NPU
67
+ | proposal_generator | ONNX | float | Snapdragon® X2 Elite | 17.773 ms | 64 - 64 MB | NPU
68
+ | proposal_generator | ONNX | float | Snapdragon® X Elite | 36.884 ms | 66 - 66 MB | NPU
69
+ | proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.738 ms | 33 - 569 MB | NPU
70
+ | proposal_generator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.195 ms | 11 - 46 MB | NPU
71
+ | proposal_generator | ONNX | float | Qualcomm® QCS9075 | 63.642 ms | 7 - 17 MB | NPU
72
+ | proposal_generator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.012 ms | 26 - 471 MB | NPU
73
+ | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.58 ms | 18 - 520 MB | NPU
74
+ | proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.754 ms | 35 - 35 MB | NPU
75
+ | proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.938 ms | 33 - 33 MB | NPU
76
+ | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.741 ms | 17 - 564 MB | NPU
77
+ | proposal_generator | ONNX | w8a16 | Qualcomm® QCS6490 | 2956.028 ms | 187 - 204 MB | CPU
78
+ | proposal_generator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.362 ms | 6 - 30 MB | NPU
79
+ | proposal_generator | ONNX | w8a16 | Qualcomm® QCS9075 | 27.697 ms | 18 - 21 MB | NPU
80
+ | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.278 ms | 13 - 531 MB | NPU
81
+ | proposal_generator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1404.521 ms | 191 - 198 MB | CPU
82
+ | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.778 ms | 8 - 428 MB | NPU
83
+ | proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.943 ms | 19 - 19 MB | NPU
84
+ | proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 11.76 ms | 19 - 19 MB | NPU
85
+ | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.557 ms | 7 - 470 MB | NPU
86
+ | proposal_generator | ONNX | w8a8 | Qualcomm® QCS6490 | 447.722 ms | 152 - 179 MB | CPU
87
+ | proposal_generator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.972 ms | 0 - 27 MB | NPU
88
+ | proposal_generator | ONNX | w8a8 | Qualcomm® QCS9075 | 15.789 ms | 10 - 13 MB | NPU
89
+ | proposal_generator | ONNX | w8a8 | Qualcomm® QCM6690 | 446.789 ms | 149 - 157 MB | CPU
90
+ | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.234 ms | 9 - 434 MB | NPU
91
+ | proposal_generator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 359.661 ms | 124 - 132 MB | CPU
92
+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.217 ms | 7 - 480 MB | NPU
93
+ | proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 23.977 ms | 7 - 7 MB | NPU
94
+ | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 57.864 ms | 7 - 7 MB | NPU
95
+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.279 ms | 7 - 563 MB | NPU
96
+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.373 ms | 1 - 461 MB | NPU
97
+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.104 ms | 7 - 10 MB | NPU
98
+ | proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 315.062 ms | 0 - 459 MB | NPU
99
+ | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 89.595 ms | 7 - 502 MB | NPU
100
+ | proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 188.373 ms | 1 - 461 MB | NPU
101
+ | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 80.923 ms | 0 - 423 MB | NPU
102
+ | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.733 ms | 7 - 475 MB | NPU
103
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.01 ms | 4 - 479 MB | NPU
104
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.841 ms | 4 - 4 MB | NPU
105
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.194 ms | 4 - 4 MB | NPU
106
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 28.685 ms | 4 - 599 MB | NPU
107
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 162.589 ms | 3 - 13 MB | NPU
108
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 82.963 ms | 2 - 497 MB | NPU
109
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.571 ms | 4 - 32 MB | NPU
110
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 208.265 ms | 1 - 496 MB | NPU
111
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.577 ms | 0 - 11 MB | NPU
112
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 434.051 ms | 4 - 561 MB | NPU
113
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.229 ms | 4 - 578 MB | NPU
114
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 82.963 ms | 2 - 497 MB | NPU
115
+ | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.658 ms | 3 - 497 MB | NPU
116
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.687 ms | 4 - 431 MB | NPU
117
+ | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.11 ms | 4 - 506 MB | NPU
118
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.105 ms | 2 - 421 MB | NPU
119
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.676 ms | 2 - 2 MB | NPU
120
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.396 ms | 2 - 2 MB | NPU
121
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.472 ms | 2 - 495 MB | NPU
122
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.896 ms | 4 - 10 MB | NPU
123
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.124 ms | 2 - 428 MB | NPU
124
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.508 ms | 2 - 5 MB | NPU
125
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 39.453 ms | 2 - 429 MB | NPU
126
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 44.787 ms | 3 - 9 MB | NPU
127
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 179.514 ms | 2 - 418 MB | NPU
128
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.449 ms | 2 - 484 MB | NPU
129
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.124 ms | 2 - 428 MB | NPU
130
+ | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.925 ms | 2 - 429 MB | NPU
131
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.919 ms | 2 - 416 MB | NPU
132
+ | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.795 ms | 2 - 436 MB | NPU
133
+ | proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.735 ms | 10 - 476 MB | NPU
134
+ | proposal_generator | TFLITE | float | Qualcomm® SA8295P | 62.246 ms | 11 - 443 MB | NPU
135
+ | proposal_generator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.013 ms | 10 - 473 MB | NPU
136
+ | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.275 ms | 1 - 433 MB | NPU
137
+ | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.435 ms | 2 - 487 MB | NPU
138
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.296 ms | 0 - 412 MB | NPU
139
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.818 ms | 3 - 9 MB | NPU
140
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.156 ms | 3 - 414 MB | NPU
141
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.962 ms | 3 - 471 MB | NPU
142
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.296 ms | 0 - 412 MB | NPU
143
+ | proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.59 ms | 3 - 415 MB | NPU
144
+ | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.196 ms | 1 - 421 MB | NPU
145
+ | proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.813 ms | 1 - 442 MB | NPU
146
+ | roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.639 ms | 10 - 1327 MB | NPU
147
+ | roi_head | ONNX | float | Snapdragon® X2 Elite | 31.468 ms | 32 - 32 MB | NPU
148
+ | roi_head | ONNX | float | Snapdragon® X Elite | 67.858 ms | 29 - 29 MB | NPU
149
+ | roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.955 ms | 2 - 1521 MB | NPU
150
+ | roi_head | ONNX | float | Qualcomm® QCS8550 (Proxy) | 64.404 ms | 0 - 33 MB | NPU
151
+ | roi_head | ONNX | float | Qualcomm® QCS9075 | 116.175 ms | 10 - 22 MB | NPU
152
+ | roi_head | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.712 ms | 0 - 1245 MB | NPU
153
+ | roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.683 ms | 4 - 478 MB | NPU
154
+ | roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 17.117 ms | 14 - 14 MB | NPU
155
+ | roi_head | ONNX | w8a16 | Snapdragon® X Elite | 34.328 ms | 12 - 12 MB | NPU
156
+ | roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.727 ms | 5 - 484 MB | NPU
157
+ | roi_head | ONNX | w8a16 | Qualcomm® QCS6490 | 8761.805 ms | 3029 - 3042 MB | CPU
158
+ | roi_head | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.334 ms | 0 - 18 MB | NPU
159
+ | roi_head | ONNX | w8a16 | Qualcomm® QCS9075 | 45.377 ms | 5 - 8 MB | NPU
160
+ | roi_head | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.912 ms | 0 - 464 MB | NPU
161
+ | roi_head | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3826.581 ms | 2950 - 2957 MB | CPU
162
+ | roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.117 ms | 0 - 319 MB | NPU
163
+ | roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 8.828 ms | 15 - 15 MB | NPU
164
+ | roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.126 ms | 14 - 14 MB | NPU
165
+ | roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.661 ms | 2 - 361 MB | NPU
166
+ | roi_head | ONNX | w8a8 | Qualcomm® QCS6490 | 1697.379 ms | 2531 - 2540 MB | CPU
167
+ | roi_head | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.598 ms | 0 - 193 MB | NPU
168
+ | roi_head | ONNX | w8a8 | Qualcomm® QCS9075 | 73.807 ms | 2 - 5 MB | NPU
169
+ | roi_head | ONNX | w8a8 | Qualcomm® QCM6690 | 1061.071 ms | 2432 - 2439 MB | CPU
170
+ | roi_head | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.468 ms | 2 - 323 MB | NPU
171
+ | roi_head | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 976.001 ms | 2442 - 2450 MB | CPU
172
+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.45 ms | 9 - 1649 MB | NPU
173
+ | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 32.265 ms | 10 - 10 MB | NPU
174
+ | roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.327 ms | 10 - 10 MB | NPU
175
+ | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.378 ms | 10 - 2297 MB | NPU
176
+ | roi_head | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.753 ms | 1 - 1563 MB | NPU
177
+ | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.604 ms | 10 - 12 MB | NPU
178
+ | roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.974 ms | 1 - 1563 MB | NPU
179
+ | roi_head | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 117.848 ms | 4 - 445 MB | NPU
180
+ | roi_head | QNN_DLC | float | Qualcomm® SA7255P | 332.753 ms | 1 - 1563 MB | NPU
181
+ | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 88.547 ms | 0 - 393 MB | NPU
182
+ | roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.106 ms | 10 - 1569 MB | NPU
183
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.862 ms | 5 - 427 MB | NPU
184
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.166 ms | 5 - 5 MB | NPU
185
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.52 ms | 5 - 5 MB | NPU
186
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.433 ms | 5 - 435 MB | NPU
187
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 147.588 ms | 1 - 7 MB | NPU
188
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.888 ms | 5 - 371 MB | NPU
189
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.745 ms | 5 - 7 MB | NPU
190
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.607 ms | 5 - 371 MB | NPU
191
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 45.02 ms | 0 - 7 MB | NPU
192
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 623.495 ms | 5 - 578 MB | NPU
193
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 61.467 ms | 5 - 431 MB | NPU
194
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.888 ms | 5 - 371 MB | NPU
195
+ | roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.399 ms | 0 - 367 MB | NPU
196
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.361 ms | 5 - 423 MB | NPU
197
+ | roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.638 ms | 5 - 464 MB | NPU
198
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.152 ms | 2 - 320 MB | NPU
199
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.324 ms | 2 - 2 MB | NPU
200
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.118 ms | 2 - 2 MB | NPU
201
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.573 ms | 2 - 359 MB | NPU
202
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 84.121 ms | 4 - 8 MB | NPU
203
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 51.739 ms | 2 - 305 MB | NPU
204
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.577 ms | 2 - 6 MB | NPU
205
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.785 ms | 1 - 304 MB | NPU
206
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 78.166 ms | 1 - 5 MB | NPU
207
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 337.461 ms | 2 - 400 MB | NPU
208
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 39.095 ms | 2 - 354 MB | NPU
209
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 51.739 ms | 2 - 305 MB | NPU
210
+ | roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.49 ms | 2 - 305 MB | NPU
211
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.904 ms | 2 - 323 MB | NPU
212
+ | roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.92 ms | 2 - 337 MB | NPU
213
+ | roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1989.751 ms | 0 - 2980 MB | NPU
214
+ | roi_head | TFLITE | float | Qualcomm® SA8295P | 1283.28 ms | 0 - 1587 MB | CPU
215
+ | roi_head | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2184.982 ms | 1 - 2785 MB | NPU
216
+ | roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 168.4 ms | 0 - 1611 MB | NPU
217
+ | roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 239.747 ms | 0 - 1782 MB | NPU
218
+ | roi_head | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 481.017 ms | 0 - 1479 MB | NPU
219
+ | roi_head | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 305.222 ms | 0 - 4 MB | NPU
220
+ | roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 333.483 ms | 0 - 1479 MB | NPU
221
+ | roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 805.396 ms | 0 - 848 MB | NPU
222
+ | roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 481.017 ms | 0 - 1479 MB | NPU
223
+ | roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 345.923 ms | 0 - 735 MB | NPU
224
+ | roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 174.799 ms | 0 - 1308 MB | NPU
225
+ | roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.967 ms | 1120 - 2374 MB | NPU
226
 
227
  ## License
228
  * The license for the original implementation of Detectron2-Detection can be found
release_assets.json ADDED
@@ -0,0 +1 @@
 
 
1
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