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---
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/v0.54.0/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/v0.54.0/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/v0.54.0/detectron2_detection-onnx-w8a8.zip)
| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.54.0/detectron2_detection-qnn_dlc-float.zip)
| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.54.0/detectron2_detection-qnn_dlc-w8a16.zip)
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.54.0/detectron2_detection-qnn_dlc-w8a8.zip)
| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.54.0/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 | 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](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).