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Detectron2-Detection

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metadata 
library_name: pytorch
license: other
tags:
  - android
pipeline_tag: object-detection

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. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up 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
ONNX w8a16 Universal QAIRT 2.42, ONNX Runtime 1.24.3 Download
ONNX w8a8 Universal QAIRT 2.42, ONNX Runtime 1.24.3 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16 Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit Detectron2-Detection on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models 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 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 14.76 ms 34 - 491 MB NPU
proposal_generator ONNX float Snapdragon® 8 Elite Mobile 19.195 ms 24 - 468 MB NPU
proposal_generator ONNX float Snapdragon® X2 Elite 15.394 ms 65 - 65 MB NPU
proposal_generator ONNX float Snapdragon® X Elite 32.028 ms 66 - 66 MB NPU
proposal_generator ONNX float Snapdragon® X Elite 32.028 ms 66 - 66 MB NPU
proposal_generator ONNX float Snapdragon® 8 Gen 3 Mobile 23.873 ms 2 - 536 MB NPU
proposal_generator ONNX float Qualcomm® QCS8550 (Proxy) 32.935 ms 11 - 46 MB NPU
proposal_generator ONNX float Snapdragon® 8 Elite For Galaxy Mobile 19.195 ms 24 - 468 MB NPU
proposal_generator ONNX float Qualcomm® QCS9075 58.672 ms 7 - 17 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 8.563 ms 0 - 501 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 8 Elite Mobile 11.034 ms 12 - 496 MB NPU
proposal_generator ONNX w8a16 Snapdragon® X2 Elite 9.778 ms 35 - 35 MB NPU
proposal_generator ONNX w8a16 Snapdragon® X Elite 19.927 ms 33 - 33 MB NPU
proposal_generator ONNX w8a16 Snapdragon® X Elite 19.927 ms 33 - 33 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 13.558 ms 19 - 555 MB NPU
proposal_generator ONNX w8a16 Qualcomm® QCS6490 3016.408 ms 187 - 204 MB CPU
proposal_generator ONNX w8a16 Qualcomm® QCS8550 (Proxy) 19.454 ms 6 - 30 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 1402.793 ms 191 - 198 MB CPU
proposal_generator ONNX w8a16 Qualcomm® QCS9075 29.615 ms 17 - 20 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 11.034 ms 12 - 496 MB NPU
proposal_generator ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 1402.793 ms 191 - 198 MB CPU
proposal_generator ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 4.795 ms 8 - 428 MB NPU
proposal_generator ONNX w8a8 Snapdragon® 8 Elite Mobile 6.255 ms 10 - 433 MB NPU
proposal_generator ONNX w8a8 Snapdragon® X2 Elite 4.961 ms 19 - 19 MB NPU
proposal_generator ONNX w8a8 Snapdragon® X Elite 11.629 ms 19 - 19 MB NPU
proposal_generator ONNX w8a8 Snapdragon® X Elite 11.629 ms 19 - 19 MB NPU
proposal_generator ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 8.587 ms 9 - 474 MB NPU
proposal_generator ONNX w8a8 Qualcomm® QCS6490 440.21 ms 153 - 180 MB CPU
proposal_generator ONNX w8a8 Qualcomm® QCS8550 (Proxy) 11.901 ms 0 - 27 MB NPU
proposal_generator ONNX w8a8 Qualcomm® QCS9075 16.175 ms 9 - 12 MB NPU
proposal_generator ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 354.389 ms 152 - 161 MB CPU
proposal_generator ONNX w8a8 Qualcomm® QCM6690 433.493 ms 126 - 134 MB CPU
proposal_generator ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 6.255 ms 10 - 433 MB NPU
proposal_generator ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 354.389 ms 152 - 161 MB CPU
proposal_generator QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 22.227 ms 7 - 494 MB NPU
proposal_generator QNN_DLC float Snapdragon® 8 Elite Mobile 27.969 ms 0 - 477 MB NPU
proposal_generator QNN_DLC float Snapdragon® X2 Elite 22.008 ms 7 - 7 MB NPU
proposal_generator QNN_DLC float Snapdragon® X Elite 54.19 ms 7 - 7 MB NPU
proposal_generator QNN_DLC float Snapdragon® X Elite 54.19 ms 7 - 7 MB NPU
proposal_generator QNN_DLC float Snapdragon® 8 Gen 3 Mobile 36.846 ms 7 - 551 MB NPU
proposal_generator QNN_DLC float Qualcomm® QCS8550 (Proxy) 54.735 ms 7 - 12 MB NPU
proposal_generator QNN_DLC float Qualcomm® SA8775P 67.665 ms 1 - 468 MB NPU
proposal_generator QNN_DLC float Qualcomm® SA8775P 67.665 ms 1 - 468 MB NPU
proposal_generator QNN_DLC float Qualcomm® SA8775P 67.665 ms 1 - 468 MB NPU
proposal_generator QNN_DLC float Qualcomm® SA7255P 184.309 ms 2 - 469 MB NPU
proposal_generator QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 27.969 ms 0 - 477 MB NPU
proposal_generator QNN_DLC float Qualcomm® SA8295P 76.859 ms 0 - 433 MB NPU
proposal_generator QNN_DLC float Qualcomm® QCS9075 78.843 ms 7 - 27 MB NPU
proposal_generator QNN_DLC float Qualcomm® QCS8450 (Proxy) 85.514 ms 7 - 500 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 23.062 ms 4 - 452 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 25.482 ms 4 - 443 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® X2 Elite 24.585 ms 4 - 4 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® X Elite 55.632 ms 4 - 4 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® X Elite 55.632 ms 4 - 4 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 36.467 ms 4 - 756 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® QCS6490 165.049 ms 4 - 14 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 54.567 ms 4 - 8 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® SA8775P 54.453 ms 1 - 546 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® SA8775P 54.453 ms 1 - 546 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® SA8775P 54.453 ms 1 - 546 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® QCM6690 422.315 ms 4 - 541 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 61.259 ms 4 - 736 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 64.191 ms 4 - 532 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® QCS9075 76.119 ms 1 - 11 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® SA7255P 97.832 ms 2 - 547 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 25.482 ms 4 - 443 MB NPU
proposal_generator QNN_DLC w8a16 Qualcomm® SA8295P 65.6 ms 0 - 542 MB NPU
proposal_generator QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 64.191 ms 4 - 532 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 20.879 ms 2 - 436 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 23.735 ms 2 - 441 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® X2 Elite 21.318 ms 2 - 2 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® X Elite 41.297 ms 2 - 2 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® X Elite 41.297 ms 2 - 2 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 27.417 ms 2 - 497 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® QCS6490 65.161 ms 1 - 7 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 40.084 ms 2 - 200 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® SA8775P 40.385 ms 2 - 439 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® SA8775P 40.385 ms 2 - 439 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® SA8775P 40.385 ms 2 - 439 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® QCS9075 43.495 ms 1 - 7 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 47.21 ms 2 - 490 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 29.061 ms 2 - 437 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® QCM6690 206.794 ms 2 - 442 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 23.735 ms 2 - 441 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® SA7255P 71.748 ms 2 - 439 MB NPU
proposal_generator QNN_DLC w8a8 Qualcomm® SA8295P 45.112 ms 2 - 440 MB NPU
proposal_generator QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 29.061 ms 2 - 437 MB NPU
proposal_generator TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 21.67 ms 10 - 504 MB NPU
proposal_generator TFLITE float Snapdragon® 8 Gen 3 Mobile 37.815 ms 9 - 582 MB NPU
proposal_generator TFLITE float Qualcomm® SA8295P 77.718 ms 11 - 452 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 23.8 ms 2 - 446 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 8 Elite Mobile 25.183 ms 2 - 432 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 29.756 ms 1 - 501 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 43.188 ms 3 - 6 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® SA8775P 43.239 ms 3 - 444 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® SA8775P 43.239 ms 3 - 444 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® SA8775P 43.239 ms 3 - 444 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® QCS9075 46.042 ms 1 - 30 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 46.806 ms 0 - 490 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 37.145 ms 1 - 451 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 25.183 ms 2 - 432 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® SA7255P 73.101 ms 3 - 444 MB NPU
proposal_generator TFLITE w8a8 Qualcomm® SA8295P 49.76 ms 3 - 444 MB NPU
proposal_generator TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 37.145 ms 1 - 451 MB NPU
roi_head ONNX float Snapdragon® 8 Elite Gen 5 Mobile 28.594 ms 10 - 1471 MB NPU
roi_head ONNX float Snapdragon® 8 Elite Mobile 43.687 ms 0 - 1376 MB NPU
roi_head ONNX float Snapdragon® X2 Elite 31.554 ms 32 - 32 MB NPU
roi_head ONNX float Snapdragon® X Elite 67.658 ms 29 - 29 MB NPU
roi_head ONNX float Snapdragon® X Elite 67.658 ms 29 - 29 MB NPU
roi_head ONNX float Snapdragon® 8 Gen 3 Mobile 49.134 ms 10 - 1540 MB NPU
roi_head ONNX float Qualcomm® QCS8550 (Proxy) 64.629 ms 0 - 33 MB NPU
roi_head ONNX float Snapdragon® 8 Elite For Galaxy Mobile 43.687 ms 0 - 1376 MB NPU
roi_head ONNX float Qualcomm® QCS9075 115.915 ms 10 - 22 MB NPU
roi_head ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 15.745 ms 5 - 477 MB NPU
roi_head ONNX w8a16 Snapdragon® 8 Elite Mobile 20.852 ms 2 - 463 MB NPU
roi_head ONNX w8a16 Snapdragon® X2 Elite 17.157 ms 14 - 14 MB NPU
roi_head ONNX w8a16 Snapdragon® X Elite 34.281 ms 12 - 12 MB NPU
roi_head ONNX w8a16 Snapdragon® X Elite 34.281 ms 12 - 12 MB NPU
roi_head ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 24.862 ms 5 - 482 MB NPU
roi_head ONNX w8a16 Qualcomm® QCS6490 8758.485 ms 3029 - 3042 MB CPU
roi_head ONNX w8a16 Qualcomm® QCS8550 (Proxy) 33.367 ms 0 - 18 MB NPU
roi_head ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 3804.954 ms 2957 - 2964 MB CPU
roi_head ONNX w8a16 Qualcomm® QCS9075 45.734 ms 5 - 8 MB NPU
roi_head ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 20.852 ms 2 - 463 MB NPU
roi_head ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 3804.954 ms 2957 - 2964 MB CPU
roi_head ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 7.996 ms 2 - 312 MB NPU
roi_head ONNX w8a8 Snapdragon® 8 Elite Mobile 9.405 ms 0 - 314 MB NPU
roi_head ONNX w8a8 Snapdragon® X2 Elite 8.78 ms 15 - 15 MB NPU
roi_head ONNX w8a8 Snapdragon® X Elite 19.064 ms 14 - 14 MB NPU
roi_head ONNX w8a8 Snapdragon® X Elite 19.064 ms 14 - 14 MB NPU
roi_head ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 13.594 ms 3 - 355 MB NPU
roi_head ONNX w8a8 Qualcomm® QCS6490 1700.45 ms 2531 - 2540 MB CPU
roi_head ONNX w8a8 Qualcomm® QCS8550 (Proxy) 18.827 ms 0 - 19 MB NPU
roi_head ONNX w8a8 Qualcomm® QCS9075 70.67 ms 2 - 5 MB NPU
roi_head ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 978.086 ms 2443 - 2451 MB CPU
roi_head ONNX w8a8 Qualcomm® QCM6690 1062.416 ms 2432 - 2439 MB CPU
roi_head ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 9.405 ms 0 - 314 MB NPU
roi_head ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 978.086 ms 2443 - 2451 MB CPU
roi_head QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 28.116 ms 10 - 1442 MB NPU
roi_head QNN_DLC float Snapdragon® 8 Elite Mobile 40.645 ms 0 - 1355 MB NPU
roi_head QNN_DLC float Snapdragon® X2 Elite 31.382 ms 10 - 10 MB NPU
roi_head QNN_DLC float Snapdragon® X Elite 63.58 ms 10 - 10 MB NPU
roi_head QNN_DLC float Snapdragon® X Elite 63.58 ms 10 - 10 MB NPU
roi_head QNN_DLC float Snapdragon® 8 Gen 3 Mobile 48.744 ms 10 - 1599 MB NPU
roi_head QNN_DLC float Qualcomm® QCS8550 (Proxy) 63.624 ms 7 - 10 MB NPU
roi_head QNN_DLC float Qualcomm® SA8775P 96.224 ms 1 - 1398 MB NPU
roi_head QNN_DLC float Qualcomm® SA8775P 96.224 ms 1 - 1398 MB NPU
roi_head QNN_DLC float Qualcomm® SA8775P 96.224 ms 1 - 1398 MB NPU
roi_head QNN_DLC float Qualcomm® SA7255P 332.685 ms 0 - 1398 MB NPU
roi_head QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 40.645 ms 0 - 1355 MB NPU
roi_head QNN_DLC float Qualcomm® SA8295P 88.705 ms 0 - 387 MB NPU
roi_head QNN_DLC float Qualcomm® QCS9075 104.253 ms 12 - 23 MB NPU
roi_head QNN_DLC float Qualcomm® QCS8450 (Proxy) 118.057 ms 10 - 442 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 13.441 ms 5 - 420 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 19.327 ms 5 - 420 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® X2 Elite 15.998 ms 5 - 5 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® X Elite 31.048 ms 5 - 5 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® X Elite 31.048 ms 5 - 5 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 24.52 ms 5 - 428 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® QCS6490 147.561 ms 5 - 11 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® QCS8550 (Proxy) 30.543 ms 5 - 7 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® SA8775P 32.433 ms 1 - 370 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® SA8775P 32.433 ms 1 - 370 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® SA8775P 32.433 ms 1 - 370 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® QCM6690 613.806 ms 5 - 514 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® QCS8450 (Proxy) 46.448 ms 5 - 428 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 56.368 ms 5 - 461 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® QCS9075 45.01 ms 1 - 7 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® SA7255P 95.015 ms 5 - 374 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 19.327 ms 5 - 420 MB NPU
roi_head QNN_DLC w8a16 Qualcomm® SA8295P 50.576 ms 0 - 371 MB NPU
roi_head QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 56.368 ms 5 - 461 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 7.848 ms 2 - 306 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 9.488 ms 2 - 306 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® X2 Elite 9.134 ms 2 - 2 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® X Elite 18.923 ms 2 - 2 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® X Elite 18.923 ms 2 - 2 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 13.338 ms 2 - 339 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® QCS6490 83.149 ms 2 - 7 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® QCS8550 (Proxy) 18.265 ms 2 - 5 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® SA8775P 18.63 ms 1 - 291 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® SA8775P 18.63 ms 1 - 291 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® SA8775P 18.63 ms 1 - 291 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® QCS9075 75.869 ms 0 - 4 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® QCS8450 (Proxy) 38.724 ms 2 - 338 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 30.59 ms 2 - 321 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® QCM6690 310.724 ms 2 - 375 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 9.488 ms 2 - 306 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® SA7255P 51.485 ms 2 - 292 MB NPU
roi_head QNN_DLC w8a8 Qualcomm® SA8295P 28.308 ms 2 - 292 MB NPU
roi_head QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 30.59 ms 2 - 321 MB NPU
roi_head TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1995.437 ms 0 - 2959 MB NPU
roi_head TFLITE float Snapdragon® 8 Gen 3 Mobile 481.174 ms 0 - 3364 MB CPU
roi_head TFLITE float Qualcomm® SA8295P 1020.197 ms 0 - 1601 MB CPU
roi_head TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 160.252 ms 0 - 1453 MB NPU
roi_head TFLITE w8a8 Snapdragon® 8 Elite Mobile 197.006 ms 0 - 1349 MB NPU
roi_head TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 288.91 ms 0 - 1597 MB NPU
roi_head TFLITE w8a8 Qualcomm® QCS8550 (Proxy) 378.691 ms 0 - 4 MB NPU
roi_head TFLITE w8a8 Qualcomm® SA8775P 365.951 ms 0 - 1280 MB NPU
roi_head TFLITE w8a8 Qualcomm® SA8775P 365.951 ms 0 - 1280 MB NPU
roi_head TFLITE w8a8 Qualcomm® SA8775P 365.951 ms 0 - 1280 MB NPU
roi_head TFLITE w8a8 Qualcomm® QCS9075 396.44 ms 0 - 33 MB NPU
roi_head TFLITE w8a8 Qualcomm® QCS8450 (Proxy) 901.915 ms 0 - 803 MB NPU
roi_head TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1837.531 ms 1071 - 2318 MB NPU
roi_head TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 197.006 ms 0 - 1349 MB NPU
roi_head TFLITE w8a8 Qualcomm® SA7255P 516.62 ms 0 - 1279 MB NPU
roi_head TFLITE w8a8 Qualcomm® SA8295P 385.446 ms 0 - 665 MB NPU
roi_head TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1837.531 ms 1071 - 2318 MB NPU

License

  • The license for the original implementation of Detectron2-Detection can be found here.

References

Community