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Detectron2-Detection

Object Detection
PyTorch
android
Model card Files
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 Community
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v0.48.0

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See https://github.com/qualcomm/ai-hub-models/releases/v0.48.0 for changelog.

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  1. README.md +173 -171
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/quic/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).
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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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/quic/ai-hub-models/blob/main/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/quic/ai-hub-models/blob/main/qai_hub_models/models/detectron2_detection) for usage instructions.
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  ## Model Details
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@@ -63,166 +63,168 @@ See our repository for [Detectron2-Detection on GitHub](https://github.com/quic/
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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® X Elite | 37.074 ms | 66 - 66 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.978 ms | 32 - 569 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.418 ms | 11 - 46 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS9075 | 62.68 ms | 7 - 17 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.945 ms | 3 - 447 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.431 ms | 32 - 489 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | float | Snapdragon® X2 Elite | 17.605 ms | 64 - 64 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X Elite | 19.967 ms | 33 - 33 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.535 ms | 16 - 561 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS6490 | 3020.978 ms | 187 - 204 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.372 ms | 6 - 30 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS9075 | 28.184 ms | 16 - 19 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.412 ms | 14 - 532 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1403.322 ms | 196 - 204 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.555 ms | 18 - 520 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.801 ms | 35 - 35 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X Elite | 11.717 ms | 19 - 19 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.533 ms | 10 - 474 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS6490 | 443.732 ms | 151 - 178 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.058 ms | 0 - 27 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS9075 | 16.812 ms | 14 - 17 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCM6690 | 433.71 ms | 152 - 160 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.358 ms | 8 - 432 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 358.955 ms | 124 - 131 MB | CPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.772 ms | 4 - 423 MB | NPU
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- | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.921 ms | 19 - 19 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X Elite | 57.804 ms | 7 - 7 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 40.818 ms | 7 - 563 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.394 ms | 1 - 460 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.304 ms | 7 - 10 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8775P | 70.815 ms | 1 - 461 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 91.655 ms | 7 - 501 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA7255P | 188.394 ms | 1 - 460 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8295P | 81.104 ms | 0 - 423 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.968 ms | 0 - 468 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.582 ms | 7 - 480 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X2 Elite | 24.012 ms | 7 - 7 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.233 ms | 4 - 4 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 29.111 ms | 4 - 599 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 163.604 ms | 3 - 14 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 83.166 ms | 0 - 495 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.889 ms | 4 - 7 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 43.794 ms | 1 - 496 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.893 ms | 1 - 11 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 435.438 ms | 6 - 564 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.385 ms | 4 - 578 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 83.166 ms | 0 - 495 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.614 ms | 0 - 495 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.704 ms | 4 - 430 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.312 ms | 4 - 506 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.263 ms | 4 - 479 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.811 ms | 4 - 4 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.397 ms | 2 - 2 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.586 ms | 2 - 494 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.545 ms | 2 - 8 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.036 ms | 2 - 428 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.835 ms | 2 - 251 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 184.045 ms | 2 - 428 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 45.645 ms | 0 - 6 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 176.121 ms | 2 - 418 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.823 ms | 2 - 485 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.036 ms | 2 - 428 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.96 ms | 2 - 430 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.716 ms | 2 - 415 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.804 ms | 2 - 437 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.191 ms | 2 - 421 MB | NPU
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- | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.63 ms | 2 - 2 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Qualcomm® SA8295P | 62.052 ms | 11 - 443 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 23.662 ms | 9 - 475 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.823 ms | 10 - 476 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.329 ms | 1 - 469 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.324 ms | 3 - 400 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.645 ms | 3 - 6 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.111 ms | 3 - 400 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.783 ms | 3 - 458 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.324 ms | 3 - 400 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.732 ms | 3 - 401 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 8.961 ms | 2 - 424 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.654 ms | 3 - 448 MB | NPU
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- | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.291 ms | 1 - 424 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® X Elite | 67.58 ms | 29 - 29 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.86 ms | 1 - 1455 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Qualcomm® QCS8550 (Proxy) | 65.057 ms | 0 - 34 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Qualcomm® QCS9075 | 115.813 ms | 10 - 22 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 43.039 ms | 1 - 1277 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.598 ms | 10 - 1364 MB | NPU
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- | Detectron2ROIHead | ONNX | float | Snapdragon® X2 Elite | 31.311 ms | 32 - 32 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X Elite | 34.313 ms | 12 - 12 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.859 ms | 5 - 487 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS6490 | 8742.973 ms | 3037 - 3050 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.494 ms | 0 - 18 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS9075 | 44.996 ms | 5 - 8 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.732 ms | 1 - 464 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3817.919 ms | 2959 - 2966 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.751 ms | 5 - 477 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X2 Elite | 17.179 ms | 14 - 14 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X Elite | 19.907 ms | 14 - 14 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 14.224 ms | 2 - 365 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS6490 | 1720.255 ms | 2531 - 2540 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 19.341 ms | 0 - 25 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS9075 | 80.324 ms | 2 - 5 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCM6690 | 1072.811 ms | 2434 - 2441 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.961 ms | 1 - 325 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1008.019 ms | 2441 - 2448 MB | CPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.715 ms | 0 - 319 MB | NPU
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- | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X2 Elite | 9.381 ms | 15 - 15 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X Elite | 64.441 ms | 10 - 10 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.826 ms | 10 - 2077 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.799 ms | 0 - 1472 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.013 ms | 10 - 15 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8775P | 96.905 ms | 0 - 1472 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.538 ms | 9 - 455 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA7255P | 332.799 ms | 0 - 1472 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8295P | 88.645 ms | 0 - 392 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 41.696 ms | 0 - 1466 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.427 ms | 8 - 1559 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X2 Elite | 32.146 ms | 10 - 10 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.461 ms | 5 - 5 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.473 ms | 5 - 433 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 147.394 ms | 2 - 8 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.915 ms | 5 - 372 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.702 ms | 5 - 338 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.63 ms | 5 - 372 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 44.93 ms | 2 - 9 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 661.878 ms | 5 - 579 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 61.136 ms | 5 - 431 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.915 ms | 5 - 372 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.396 ms | 0 - 367 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.284 ms | 5 - 423 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.878 ms | 5 - 464 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.905 ms | 5 - 425 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.087 ms | 5 - 5 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.941 ms | 2 - 2 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 14.095 ms | 2 - 362 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 85.657 ms | 2 - 6 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 53.066 ms | 2 - 305 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 19.4 ms | 2 - 4 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8775P | 89.528 ms | 2 - 306 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 80.551 ms | 0 - 4 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 348.705 ms | 2 - 401 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 40.229 ms | 2 - 355 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA7255P | 53.066 ms | 2 - 305 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8295P | 29.313 ms | 2 - 306 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 10.412 ms | 2 - 321 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 31.219 ms | 2 - 337 MB | NPU
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- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.682 ms | 2 - 319 MB | NPU
212
- | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.889 ms | 2 - 2 MB | NPU
213
- | Detectron2ROIHead | TFLITE | float | Qualcomm® SA8295P | 792.595 ms | 0 - 1587 MB | CPU
214
- | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2170.694 ms | 0 - 2769 MB | NPU
215
- | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2031.24 ms | 0 - 2954 MB | NPU
216
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 233.955 ms | 0 - 2308 MB | NPU
217
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 481.222 ms | 0 - 1307 MB | NPU
218
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 307.116 ms | 0 - 3 MB | NPU
219
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8775P | 333.72 ms | 0 - 1307 MB | NPU
220
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 860.007 ms | 2 - 849 MB | NPU
221
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA7255P | 481.222 ms | 0 - 1307 MB | NPU
222
- | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8295P | 350.846 ms | 0 - 734 MB | NPU
223
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 175.332 ms | 0 - 1311 MB | NPU
224
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1852.76 ms | 1084 - 2335 MB | NPU
225
- | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 158.456 ms | 0 - 1613 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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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
+ | Detectron2ProposalGenerator | ONNX | float | Snapdragon® X2 Elite | 17.884 ms | 65 - 65 MB | NPU
67
+ | Detectron2ProposalGenerator | ONNX | float | Snapdragon® X Elite | 36.917 ms | 66 - 66 MB | NPU
68
+ | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.486 ms | 2 - 536 MB | NPU
69
+ | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 37.419 ms | 11 - 47 MB | NPU
70
+ | Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS9075 | 63.69 ms | 7 - 17 MB | NPU
71
+ | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.671 ms | 26 - 470 MB | NPU
72
+ | Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.803 ms | 34 - 491 MB | NPU
73
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.771 ms | 35 - 35 MB | NPU
74
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X Elite | 19.944 ms | 33 - 33 MB | NPU
75
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.731 ms | 16 - 560 MB | NPU
76
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS6490 | 2942.811 ms | 187 - 204 MB | CPU
77
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.4 ms | 6 - 30 MB | NPU
78
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS9075 | 27.121 ms | 18 - 21 MB | NPU
79
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.403 ms | 12 - 530 MB | NPU
80
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1405.596 ms | 189 - 197 MB | CPU
81
+ | Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.557 ms | 17 - 517 MB | NPU
82
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.945 ms | 19 - 19 MB | NPU
83
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X Elite | 11.767 ms | 19 - 19 MB | NPU
84
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.565 ms | 8 - 473 MB | NPU
85
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS6490 | 441.979 ms | 152 - 179 MB | CPU
86
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.983 ms | 0 - 332 MB | NPU
87
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS9075 | 15.791 ms | 10 - 12 MB | NPU
88
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCM6690 | 438.458 ms | 153 - 160 MB | CPU
89
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.357 ms | 6 - 426 MB | NPU
90
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 354.951 ms | 126 - 134 MB | CPU
91
+ | Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.77 ms | 7 - 428 MB | NPU
92
+ | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X2 Elite | 24.134 ms | 7 - 7 MB | NPU
93
+ | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X Elite | 57.812 ms | 7 - 7 MB | NPU
94
+ | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.425 ms | 0 - 553 MB | NPU
95
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.308 ms | 1 - 461 MB | NPU
96
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.469 ms | 7 - 10 MB | NPU
97
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8775P | 314.888 ms | 1 - 460 MB | NPU
98
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 91.549 ms | 7 - 501 MB | NPU
99
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA7255P | 188.308 ms | 1 - 461 MB | NPU
100
+ | Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8295P | 80.971 ms | 0 - 423 MB | NPU
101
+ | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.557 ms | 7 - 475 MB | NPU
102
+ | Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.881 ms | 7 - 481 MB | NPU
103
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.892 ms | 4 - 4 MB | NPU
104
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.24 ms | 4 - 4 MB | NPU
105
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 28.701 ms | 4 - 601 MB | NPU
106
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 162.469 ms | 4 - 14 MB | NPU
107
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 83.162 ms | 1 - 496 MB | NPU
108
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.902 ms | 4 - 7 MB | NPU
109
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 43.98 ms | 0 - 495 MB | NPU
110
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.334 ms | 0 - 11 MB | NPU
111
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 470.272 ms | 4 - 561 MB | NPU
112
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.284 ms | 4 - 580 MB | NPU
113
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 83.162 ms | 1 - 496 MB | NPU
114
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.456 ms | 0 - 494 MB | NPU
115
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.691 ms | 4 - 430 MB | NPU
116
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.008 ms | 4 - 506 MB | NPU
117
+ | Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.089 ms | 4 - 480 MB | NPU
118
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.706 ms | 2 - 2 MB | NPU
119
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.359 ms | 2 - 2 MB | NPU
120
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.812 ms | 2 - 498 MB | NPU
121
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.352 ms | 2 - 8 MB | NPU
122
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.1 ms | 2 - 428 MB | NPU
123
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.596 ms | 2 - 6 MB | NPU
124
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 39.545 ms | 2 - 428 MB | NPU
125
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 44.761 ms | 1 - 7 MB | NPU
126
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 176.697 ms | 2 - 419 MB | NPU
127
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.527 ms | 2 - 483 MB | NPU
128
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.1 ms | 2 - 428 MB | NPU
129
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.977 ms | 2 - 430 MB | NPU
130
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.704 ms | 2 - 416 MB | NPU
131
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.975 ms | 2 - 436 MB | NPU
132
+ | Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.245 ms | 2 - 421 MB | NPU
133
+ | Detectron2ProposalGenerator | TFLITE | float | Qualcomm® SA8295P | 62.179 ms | 11 - 443 MB | NPU
134
+ | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 23.844 ms | 9 - 471 MB | NPU
135
+ | Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.985 ms | 10 - 476 MB | NPU
136
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.355 ms | 1 - 482 MB | NPU
137
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.352 ms | 3 - 415 MB | NPU
138
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.664 ms | 3 - 6 MB | NPU
139
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.146 ms | 3 - 415 MB | NPU
140
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCM6690 | 152.548 ms | 3 - 439 MB | NPU
141
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.997 ms | 3 - 473 MB | NPU
142
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.352 ms | 3 - 415 MB | NPU
143
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.724 ms | 3 - 414 MB | NPU
144
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.159 ms | 2 - 422 MB | NPU
145
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.597 ms | 1 - 445 MB | NPU
146
+ | Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.305 ms | 2 - 432 MB | NPU
147
+ | Detectron2ROIHead | ONNX | float | Snapdragon® X2 Elite | 31.511 ms | 32 - 32 MB | NPU
148
+ | Detectron2ROIHead | ONNX | float | Snapdragon® X Elite | 67.844 ms | 29 - 29 MB | NPU
149
+ | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.804 ms | 10 - 1528 MB | NPU
150
+ | Detectron2ROIHead | ONNX | float | Qualcomm® QCS8550 (Proxy) | 65.585 ms | 0 - 34 MB | NPU
151
+ | Detectron2ROIHead | ONNX | float | Qualcomm® QCS9075 | 116.413 ms | 10 - 22 MB | NPU
152
+ | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 43.286 ms | 1 - 1251 MB | NPU
153
+ | Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.596 ms | 10 - 1327 MB | NPU
154
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X2 Elite | 17.117 ms | 14 - 14 MB | NPU
155
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X Elite | 34.234 ms | 12 - 12 MB | NPU
156
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.704 ms | 5 - 483 MB | NPU
157
+ | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS6490 | 8734.273 ms | 3029 - 3042 MB | CPU
158
+ | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.697 ms | 0 - 17 MB | NPU
159
+ | Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS9075 | 45.356 ms | 5 - 8 MB | NPU
160
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.912 ms | 0 - 464 MB | NPU
161
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3817.838 ms | 2952 - 2958 MB | CPU
162
+ | Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.675 ms | 4 - 478 MB | NPU
163
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X2 Elite | 8.809 ms | 15 - 15 MB | NPU
164
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X Elite | 19.114 ms | 14 - 14 MB | NPU
165
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.717 ms | 3 - 365 MB | NPU
166
+ | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS6490 | 1717.448 ms | 2531 - 2540 MB | CPU
167
+ | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.739 ms | 0 - 200 MB | NPU
168
+ | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS9075 | 73.794 ms | 2 - 5 MB | NPU
169
+ | Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCM6690 | 1053.822 ms | 2432 - 2439 MB | CPU
170
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.514 ms | 0 - 322 MB | NPU
171
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 993.304 ms | 2443 - 2450 MB | CPU
172
+ | Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.129 ms | 2 - 322 MB | NPU
173
+ | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X2 Elite | 32.434 ms | 10 - 10 MB | NPU
174
+ | Detectron2ROIHead | QNN_DLC | float | Snapdragon® X Elite | 64.409 ms | 10 - 10 MB | NPU
175
+ | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.268 ms | 10 - 2290 MB | NPU
176
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.448 ms | 1 - 1564 MB | NPU
177
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.549 ms | 10 - 13 MB | NPU
178
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8775P | 452.458 ms | 0 - 1563 MB | NPU
179
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 118.692 ms | 3 - 446 MB | NPU
180
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA7255P | 332.448 ms | 1 - 1564 MB | NPU
181
+ | Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8295P | 88.654 ms | 0 - 392 MB | NPU
182
+ | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.721 ms | 0 - 1563 MB | NPU
183
+ | Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 29.024 ms | 10 - 1652 MB | NPU
184
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.176 ms | 5 - 5 MB | NPU
185
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.496 ms | 5 - 5 MB | NPU
186
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.455 ms | 5 - 434 MB | NPU
187
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 148.254 ms | 7 - 13 MB | NPU
188
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.875 ms | 5 - 371 MB | NPU
189
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.814 ms | 5 - 32 MB | NPU
190
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.61 ms | 5 - 372 MB | NPU
191
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 44.661 ms | 2 - 8 MB | NPU
192
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 644.308 ms | 5 - 578 MB | NPU
193
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 63.169 ms | 5 - 430 MB | NPU
194
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.875 ms | 5 - 371 MB | NPU
195
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.398 ms | 0 - 367 MB | NPU
196
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.386 ms | 2 - 421 MB | NPU
197
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 57.019 ms | 5 - 464 MB | NPU
198
+ | Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.795 ms | 5 - 427 MB | NPU
199
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.326 ms | 2 - 2 MB | NPU
200
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.115 ms | 2 - 2 MB | NPU
201
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.57 ms | 2 - 358 MB | NPU
202
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 83.949 ms | 2 - 6 MB | NPU
203
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 51.74 ms | 2 - 306 MB | NPU
204
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.712 ms | 2 - 4 MB | NPU
205
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.799 ms | 2 - 305 MB | NPU
206
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 78.062 ms | 0 - 4 MB | NPU
207
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 347.879 ms | 2 - 400 MB | NPU
208
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 39.553 ms | 2 - 355 MB | NPU
209
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA7255P | 51.74 ms | 2 - 306 MB | NPU
210
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.529 ms | 0 - 303 MB | NPU
211
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.908 ms | 2 - 319 MB | NPU
212
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.934 ms | 2 - 341 MB | NPU
213
+ | Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.146 ms | 2 - 319 MB | NPU
214
+ | Detectron2ROIHead | TFLITE | float | Qualcomm® SA8295P | 769.899 ms | 0 - 1587 MB | CPU
215
+ | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2176.291 ms | 0 - 2786 MB | NPU
216
+ | Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1985.49 ms | 0 - 2979 MB | NPU
217
+ | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 239.365 ms | 46 - 1835 MB | NPU
218
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 484.321 ms | 0 - 1478 MB | NPU
219
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 301.502 ms | 0 - 4 MB | NPU
220
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8775P | 1113.805 ms | 0 - 1479 MB | NPU
221
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCM6690 | 7795.007 ms | 1118 - 2432 MB | NPU
222
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 840.254 ms | 2 - 849 MB | NPU
223
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA7255P | 484.321 ms | 0 - 1478 MB | NPU
224
+ | Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8295P | 348.116 ms | 0 - 736 MB | NPU
225
+ | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 174.805 ms | 0 - 1308 MB | NPU
226
+ | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1819.743 ms | 1087 - 2339 MB | NPU
227
+ | Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 169.109 ms | 0 - 1614 MB | NPU
228
 
229
  ## License
230
  * The license for the original implementation of Detectron2-Detection can be found