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 1.24.1 | Download |
| ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.43 | Download |
| QNN_DLC | w8a16 | Universal | QAIRT 2.43 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.43 | Download |
| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | 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 |
|---|---|---|---|---|---|---|
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.53 ms | 35 - 491 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® X2 Elite | 17.773 ms | 64 - 64 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® X Elite | 36.884 ms | 66 - 66 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 27.738 ms | 33 - 569 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS8550 (Proxy) | 38.195 ms | 11 - 46 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Qualcomm® QCS9075 | 63.642 ms | 7 - 17 MB | NPU |
| Detectron2ProposalGenerator | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 22.012 ms | 26 - 471 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 8.58 ms | 18 - 520 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X2 Elite | 9.754 ms | 35 - 35 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® X Elite | 19.938 ms | 33 - 33 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.741 ms | 17 - 564 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS6490 | 2956.028 ms | 187 - 204 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 19.362 ms | 6 - 30 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Qualcomm® QCS9075 | 27.697 ms | 18 - 21 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 10.278 ms | 13 - 531 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 1404.521 ms | 191 - 198 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.778 ms | 8 - 428 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.943 ms | 19 - 19 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® X Elite | 11.76 ms | 19 - 19 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.557 ms | 7 - 470 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS6490 | 447.722 ms | 152 - 179 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 11.972 ms | 0 - 27 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCS9075 | 15.789 ms | 10 - 13 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Qualcomm® QCM6690 | 446.789 ms | 149 - 157 MB | CPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 6.234 ms | 9 - 434 MB | NPU |
| Detectron2ProposalGenerator | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 359.661 ms | 124 - 132 MB | CPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 23.217 ms | 7 - 480 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X2 Elite | 23.977 ms | 7 - 7 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® X Elite | 57.864 ms | 7 - 7 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 41.279 ms | 7 - 563 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 188.373 ms | 1 - 461 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 57.104 ms | 7 - 10 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8775P | 315.062 ms | 0 - 459 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 89.595 ms | 7 - 502 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA7255P | 188.373 ms | 1 - 461 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Qualcomm® SA8295P | 80.923 ms | 0 - 423 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 29.733 ms | 7 - 475 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.01 ms | 4 - 479 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.841 ms | 4 - 4 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® X Elite | 45.194 ms | 4 - 4 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 28.685 ms | 4 - 599 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 162.589 ms | 3 - 13 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 82.963 ms | 2 - 497 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 43.571 ms | 4 - 32 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 208.265 ms | 1 - 496 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 77.577 ms | 0 - 11 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 434.051 ms | 4 - 561 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 59.229 ms | 4 - 578 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 82.963 ms | 2 - 497 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 59.658 ms | 3 - 497 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 25.687 ms | 4 - 431 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.11 ms | 4 - 506 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 21.105 ms | 2 - 421 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.676 ms | 2 - 2 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® X Elite | 40.396 ms | 2 - 2 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 26.472 ms | 2 - 495 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 65.896 ms | 4 - 10 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 70.124 ms | 2 - 428 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 39.508 ms | 2 - 5 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 39.453 ms | 2 - 429 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 44.787 ms | 3 - 9 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 179.514 ms | 2 - 418 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 46.449 ms | 2 - 484 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 70.124 ms | 2 - 428 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.925 ms | 2 - 429 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 22.919 ms | 2 - 416 MB | NPU |
| Detectron2ProposalGenerator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.795 ms | 2 - 436 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 17.735 ms | 10 - 476 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Qualcomm® SA8295P | 62.246 ms | 11 - 443 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 24.013 ms | 10 - 473 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.275 ms | 1 - 433 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.435 ms | 2 - 487 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 30.296 ms | 0 - 412 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 16.818 ms | 3 - 9 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8775P | 17.156 ms | 3 - 414 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 20.962 ms | 3 - 471 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA7255P | 30.296 ms | 0 - 412 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Qualcomm® SA8295P | 21.59 ms | 3 - 415 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.196 ms | 1 - 421 MB | NPU |
| Detectron2ProposalGenerator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 23.813 ms | 1 - 442 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.639 ms | 10 - 1327 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® X2 Elite | 31.468 ms | 32 - 32 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® X Elite | 67.858 ms | 29 - 29 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 47.955 ms | 2 - 1521 MB | NPU |
| Detectron2ROIHead | ONNX | float | Qualcomm® QCS8550 (Proxy) | 64.404 ms | 0 - 33 MB | NPU |
| Detectron2ROIHead | ONNX | float | Qualcomm® QCS9075 | 116.175 ms | 10 - 22 MB | NPU |
| Detectron2ROIHead | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 42.712 ms | 0 - 1245 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 15.683 ms | 4 - 478 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X2 Elite | 17.117 ms | 14 - 14 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® X Elite | 34.328 ms | 12 - 12 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.727 ms | 5 - 484 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS6490 | 8761.805 ms | 3029 - 3042 MB | CPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 33.334 ms | 0 - 18 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Qualcomm® QCS9075 | 45.377 ms | 5 - 8 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 20.912 ms | 0 - 464 MB | NPU |
| Detectron2ROIHead | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 3826.581 ms | 2950 - 2957 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.117 ms | 0 - 319 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X2 Elite | 8.828 ms | 15 - 15 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® X Elite | 19.126 ms | 14 - 14 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.661 ms | 2 - 361 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS6490 | 1697.379 ms | 2531 - 2540 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.598 ms | 0 - 193 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCS9075 | 73.807 ms | 2 - 5 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Qualcomm® QCM6690 | 1061.071 ms | 2432 - 2439 MB | CPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.468 ms | 2 - 323 MB | NPU |
| Detectron2ROIHead | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 976.001 ms | 2442 - 2450 MB | CPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.45 ms | 9 - 1649 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® X2 Elite | 32.265 ms | 10 - 10 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® X Elite | 64.327 ms | 10 - 10 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 48.378 ms | 10 - 2297 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 332.753 ms | 1 - 1563 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 64.604 ms | 10 - 12 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8775P | 96.974 ms | 1 - 1563 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 117.848 ms | 4 - 445 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA7255P | 332.753 ms | 1 - 1563 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Qualcomm® SA8295P | 88.547 ms | 0 - 393 MB | NPU |
| Detectron2ROIHead | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 40.106 ms | 10 - 1569 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 13.862 ms | 5 - 427 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 16.166 ms | 5 - 5 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® X Elite | 33.52 ms | 5 - 5 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 24.433 ms | 5 - 435 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS6490 | 147.588 ms | 1 - 7 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 98.888 ms | 5 - 371 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 32.745 ms | 5 - 7 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8775P | 32.607 ms | 5 - 371 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 45.02 ms | 0 - 7 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCM6690 | 623.495 ms | 5 - 578 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® QCS8450 (Proxy) | 61.467 ms | 5 - 431 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA7255P | 98.888 ms | 5 - 371 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.399 ms | 0 - 367 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 19.361 ms | 5 - 423 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 56.638 ms | 5 - 464 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.152 ms | 2 - 320 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.324 ms | 2 - 2 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.118 ms | 2 - 2 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.573 ms | 2 - 359 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 84.121 ms | 4 - 8 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 51.739 ms | 2 - 305 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.577 ms | 2 - 6 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8775P | 18.785 ms | 1 - 304 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 78.166 ms | 1 - 5 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 337.461 ms | 2 - 400 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 39.095 ms | 2 - 354 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA7255P | 51.739 ms | 2 - 305 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.49 ms | 2 - 305 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 9.904 ms | 2 - 323 MB | NPU |
| Detectron2ROIHead | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.92 ms | 2 - 337 MB | NPU |
| Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1989.751 ms | 0 - 2980 MB | NPU |
| Detectron2ROIHead | TFLITE | float | Qualcomm® SA8295P | 1283.28 ms | 0 - 1587 MB | CPU |
| Detectron2ROIHead | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2184.982 ms | 1 - 2785 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 168.4 ms | 0 - 1611 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 239.747 ms | 0 - 1782 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 481.017 ms | 0 - 1479 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 305.222 ms | 0 - 4 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8775P | 333.483 ms | 0 - 1479 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 805.396 ms | 0 - 848 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA7255P | 481.017 ms | 0 - 1479 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Qualcomm® SA8295P | 345.923 ms | 0 - 735 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 174.799 ms | 0 - 1308 MB | NPU |
| Detectron2ROIHead | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.967 ms | 1120 - 2374 MB | NPU |
License
- The license for the original implementation of Detectron2-Detection can be found here.
References
Community
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- For questions or feedback please reach out to us.
