--- library_name: pytorch license: other tags: - android pipeline_tag: object-detection --- ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/web-assets/model_demo.png) # Detectron2-Detection: Optimized for Qualcomm Devices Detectron2-Detection is a machine learning model that can detect objects (trained on COCO dataset). This is based on the implementation of Detectron2-Detection found [here](https://github.com/facebookresearch/detectron2/). 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/src/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). 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. ## Getting Started There are two ways to deploy this model on your device: ### Option 1: Download Pre-Exported Models Below are pre-exported model assets ready for deployment. | Runtime | Precision | Chipset | SDK Versions | Download | |---|---|---|---|---| | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.2/detectron2_detection-onnx-float.zip) | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.2/detectron2_detection-onnx-w8a16.zip) | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.2/detectron2_detection-onnx-w8a8.zip) | 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/v0.50.2/detectron2_detection-qnn_dlc-float.zip) | 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/v0.50.2/detectron2_detection-qnn_dlc-w8a16.zip) | 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/v0.50.2/detectron2_detection-qnn_dlc-w8a8.zip) | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.2/detectron2_detection-tflite-float.zip) | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.50.2/detectron2_detection-tflite-w8a8.zip) For more device-specific assets and performance metrics, visit **[Detectron2-Detection on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/detectron2_detection)**. ### Option 2: Export with Custom Configurations Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/main/src/qai_hub_models/models/detectron2_detection) Python library to compile and export the model with your own: - Custom weights (e.g., fine-tuned checkpoints) - Custom input shapes - Target device and runtime configurations This option is ideal if you need to customize the model beyond the default configuration provided here. See our repository for [Detectron2-Detection on GitHub](https://github.com/qualcomm/ai-hub-models/blob/main/src/qai_hub_models/models/detectron2_detection) for usage instructions. ## Model Details **Model Type:** Model_use_case.object_detection **Model Stats:** - Model checkpoint: faster_rcnn_R_50_C4_1x - Input resolution: 800x800 - Number of parameters: 33.8M - Model size (float): 129 MB ## Performance Summary | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |---|---|---|---|---|---|--- | proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.513 ms | 33 - 491 MB | NPU | proposal_generator | ONNX | float | Snapdragon® X2 Elite | 17.713 ms | 65 - 65 MB | NPU | proposal_generator | ONNX | float | Snapdragon® X Elite | 37.007 ms | 66 - 66 MB | NPU | proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.796 ms | 31 - 571 MB | NPU | proposal_generator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 37.624 ms | 11 - 46 MB | NPU | proposal_generator | ONNX | float | Qualcomm® QCS9075 | 63.237 ms | 7 - 17 MB | NPU | proposal_generator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 21.576 ms | 25 - 470 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.559 ms | 18 - 519 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.311 ms | 35 - 35 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.966 ms | 33 - 33 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.593 ms | 17 - 562 MB | NPU | proposal_generator | ONNX | w8a16 | Qualcomm® QCS6490 | 3048.181 ms | 187 - 204 MB | CPU | proposal_generator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.408 ms | 0 - 25 MB | NPU | proposal_generator | ONNX | w8a16 | Qualcomm® QCS9075 | 27.333 ms | 15 - 18 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.402 ms | 13 - 533 MB | NPU | proposal_generator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1408.977 ms | 190 - 198 MB | CPU | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.772 ms | 0 - 422 MB | NPU | proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.967 ms | 19 - 19 MB | NPU | proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 11.727 ms | 19 - 19 MB | NPU | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.558 ms | 10 - 483 MB | NPU | proposal_generator | ONNX | w8a8 | Qualcomm® QCS6490 | 442.203 ms | 151 - 178 MB | CPU | proposal_generator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 12.11 ms | 0 - 27 MB | NPU | proposal_generator | ONNX | w8a8 | Qualcomm® QCS9075 | 15.963 ms | 8 - 11 MB | NPU | proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.22 ms | 5 - 428 MB | NPU | proposal_generator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 359.865 ms | 130 - 138 MB | CPU | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.871 ms | 1 - 474 MB | NPU | proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 23.918 ms | 7 - 7 MB | NPU | proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 57.868 ms | 7 - 7 MB | NPU | proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 40.942 ms | 7 - 566 MB | NPU | proposal_generator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.384 ms | 7 - 9 MB | NPU | proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 70.821 ms | 1 - 460 MB | NPU | proposal_generator | QNN_DLC | float | Qualcomm® QCS9075 | 84.492 ms | 7 - 27 MB | NPU | proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 90.368 ms | 7 - 501 MB | NPU | proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 81.115 ms | 0 - 424 MB | NPU | proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.688 ms | 0 - 468 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.153 ms | 4 - 479 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.906 ms | 4 - 4 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.282 ms | 4 - 4 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 28.418 ms | 4 - 598 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 162.881 ms | 4 - 14 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 83.185 ms | 0 - 495 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.636 ms | 4 - 6 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 43.856 ms | 1 - 496 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.844 ms | 0 - 11 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 412.754 ms | 6 - 563 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.164 ms | 4 - 579 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 83.185 ms | 0 - 495 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.583 ms | 0 - 495 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.528 ms | 4 - 430 MB | NPU | proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.398 ms | 4 - 507 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.223 ms | 4 - 424 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.679 ms | 2 - 2 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.407 ms | 2 - 2 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.525 ms | 2 - 498 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 66.214 ms | 1 - 7 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.179 ms | 2 - 427 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.39 ms | 2 - 5 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 39.502 ms | 2 - 429 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 45.002 ms | 1 - 7 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 177.385 ms | 2 - 418 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.654 ms | 2 - 486 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.179 ms | 2 - 427 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.919 ms | 2 - 429 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.848 ms | 2 - 416 MB | NPU | proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.893 ms | 2 - 437 MB | NPU | proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.758 ms | 10 - 481 MB | NPU | proposal_generator | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 30.318 ms | 9 - 568 MB | NPU | proposal_generator | TFLITE | float | Qualcomm® SA8295P | 62.246 ms | 10 - 442 MB | NPU | proposal_generator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.028 ms | 9 - 474 MB | NPU | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.264 ms | 1 - 434 MB | NPU | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.114 ms | 1 - 482 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.343 ms | 3 - 415 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.334 ms | 3 - 6 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.177 ms | 3 - 414 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS9075 | 20.373 ms | 1 - 30 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.789 ms | 0 - 469 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.343 ms | 3 - 415 MB | NPU | proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.713 ms | 3 - 415 MB | NPU | proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.026 ms | 1 - 421 MB | NPU | proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.987 ms | 2 - 443 MB | NPU | roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.735 ms | 10 - 1327 MB | NPU | roi_head | ONNX | float | Snapdragon® X2 Elite | 31.436 ms | 32 - 32 MB | NPU | roi_head | ONNX | float | Snapdragon® X Elite | 67.946 ms | 29 - 29 MB | NPU | roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.731 ms | 10 - 1526 MB | NPU | roi_head | ONNX | float | Qualcomm® QCS8550 (Proxy) | 65.221 ms | 0 - 33 MB | NPU | roi_head | ONNX | float | Qualcomm® QCS9075 | 116.768 ms | 10 - 22 MB | NPU | roi_head | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.948 ms | 0 - 1241 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.688 ms | 0 - 474 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 17.224 ms | 14 - 14 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® X Elite | 34.229 ms | 12 - 12 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.759 ms | 5 - 487 MB | NPU | roi_head | ONNX | w8a16 | Qualcomm® QCS6490 | 8742.415 ms | 3030 - 3043 MB | CPU | roi_head | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.89 ms | 0 - 18 MB | NPU | roi_head | ONNX | w8a16 | Qualcomm® QCS9075 | 45.082 ms | 5 - 8 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.904 ms | 0 - 465 MB | NPU | roi_head | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3797.191 ms | 2951 - 2958 MB | CPU | roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.122 ms | 0 - 319 MB | NPU | roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 8.81 ms | 15 - 15 MB | NPU | roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.197 ms | 14 - 14 MB | NPU | roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.661 ms | 2 - 362 MB | NPU | roi_head | ONNX | w8a8 | Qualcomm® QCS6490 | 1739.926 ms | 2531 - 2540 MB | CPU | roi_head | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.587 ms | 0 - 20 MB | NPU | roi_head | ONNX | w8a8 | Qualcomm® QCS9075 | 73.813 ms | 2 - 5 MB | NPU | roi_head | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.493 ms | 0 - 322 MB | NPU | roi_head | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 972.162 ms | 2527 - 2534 MB | CPU | roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 29.161 ms | 10 - 1652 MB | NPU | roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 32.181 ms | 10 - 10 MB | NPU | roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.438 ms | 10 - 10 MB | NPU | roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.279 ms | 10 - 2299 MB | NPU | roi_head | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.541 ms | 10 - 13 MB | NPU | roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.709 ms | 1 - 1564 MB | NPU | roi_head | QNN_DLC | float | Qualcomm® QCS9075 | 116.173 ms | 10 - 21 MB | NPU | roi_head | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 115.872 ms | 5 - 445 MB | NPU | roi_head | QNN_DLC | float | Qualcomm® SA8295P | 88.551 ms | 0 - 393 MB | NPU | roi_head | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.833 ms | 10 - 1574 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.888 ms | 5 - 426 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.093 ms | 5 - 5 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.456 ms | 5 - 5 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.365 ms | 5 - 437 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 148.158 ms | 1 - 7 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.913 ms | 5 - 371 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.66 ms | 5 - 7 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.62 ms | 2 - 369 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 44.511 ms | 3 - 9 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 627.789 ms | 5 - 578 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 60.961 ms | 5 - 433 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.913 ms | 5 - 371 MB | NPU | roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.4 ms | 2 - 370 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.387 ms | 5 - 425 MB | NPU | roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.52 ms | 5 - 464 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.15 ms | 2 - 319 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.399 ms | 2 - 2 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.17 ms | 2 - 2 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.589 ms | 2 - 358 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 83.886 ms | 1 - 5 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 51.739 ms | 2 - 305 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.707 ms | 3 - 158 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.785 ms | 0 - 303 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 78.598 ms | 1 - 5 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 335.582 ms | 2 - 401 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 38.834 ms | 2 - 353 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 51.739 ms | 2 - 305 MB | NPU | roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.505 ms | 0 - 303 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.895 ms | 0 - 319 MB | NPU | roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 31.027 ms | 2 - 337 MB | NPU | roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1993.741 ms | 0 - 2905 MB | NPU | roi_head | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2470.634 ms | 0 - 3267 MB | NPU | roi_head | TFLITE | float | Qualcomm® SA8295P | 1405.987 ms | 0 - 1578 MB | CPU | roi_head | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2187.956 ms | 0 - 2721 MB | NPU | roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 167.788 ms | 0 - 1511 MB | NPU | roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 252.545 ms | 0 - 1531 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 476.816 ms | 0 - 1312 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 345.304 ms | 0 - 3 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 345.962 ms | 0 - 1312 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® QCS9075 | 362.397 ms | 0 - 33 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 863.085 ms | 3 - 862 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 476.816 ms | 0 - 1312 MB | NPU | roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 364.212 ms | 0 - 746 MB | NPU | roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 188.389 ms | 0 - 1331 MB | NPU | roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1830.363 ms | 1119 - 2378 MB | NPU ## License * The license for the original implementation of Detectron2-Detection can be found [here](https://github.com/facebookresearch/detectron2/blob/main/LICENSE). ## References * [Source Model Implementation](https://github.com/facebookresearch/detectron2/) ## Community * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI. * For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).