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Detectron2-Detection

Object Detection
PyTorch
android
Model card Files
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Detectron2-Detection
File size: 25,675 Bytes
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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/v0.59.0/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 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-float.zip)
| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/detectron2_detection-onnx-w8a16.zip)
| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/detectron2_detection/releases/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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/v0.59.0/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® X2 Elite | 15.972 ms | 74 - 74 MB | NPU
| proposal_generator | ONNX | float | Snapdragon® X Elite | 33.24 ms | 72 - 72 MB | NPU
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 25.109 ms | 3 - 536 MB | NPU
| proposal_generator | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 63.265 ms | 1 - 484 MB | NPU
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 33.809 ms | 10 - 44 MB | NPU
| proposal_generator | ONNX | float | Qualcomm® QCS8450 | 63.265 ms | 1 - 484 MB | NPU
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 54.263 ms | 7 - 17 MB | NPU
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 33.24 ms | 72 - 72 MB | NPU
| proposal_generator | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 20.727 ms | 28 - 488 MB | NPU
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Mobile | 20.727 ms | 28 - 488 MB | NPU
| proposal_generator | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 16.052 ms | 26 - 497 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® X2 Elite | 10.836 ms | 36 - 36 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® X Elite | 19.438 ms | 33 - 33 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 13.725 ms | 17 - 558 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 34.484 ms | 15 - 530 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 114.846 ms | 16 - 18 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 19.18 ms | 6 - 31 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® QCS8450 | 34.484 ms | 15 - 530 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 19.758 ms | 18 - 21 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 19.438 ms | 33 - 33 MB | NPU
| proposal_generator | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 11.604 ms | 16 - 481 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 11.604 ms | 16 - 481 MB | NPU
| proposal_generator | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 9.596 ms | 13 - 490 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® X2 Elite | 4.538 ms | 18 - 18 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® X Elite | 10.973 ms | 20 - 20 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 8.274 ms | 9 - 503 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 15.713 ms | 7 - 493 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 46.711 ms | 8 - 11 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 11.435 ms | 1 - 303 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® QCS8450 | 15.713 ms | 7 - 493 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 11.449 ms | 7 - 10 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 10.973 ms | 20 - 20 MB | NPU
| proposal_generator | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 6.126 ms | 8 - 434 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 6.126 ms | 8 - 434 MB | NPU
| proposal_generator | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 4.521 ms | 9 - 447 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® X2 Elite | 22.353 ms | 7 - 7 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® X Elite | 54.609 ms | 7 - 7 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 37.047 ms | 7 - 553 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 85.367 ms | 9 - 504 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 184.776 ms | 1 - 468 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.435 ms | 8 - 10 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® SA8775P | 67.626 ms | 1 - 468 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® SA8650P | 67.626 ms | 1 - 468 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® SA8255P | 67.626 ms | 1 - 468 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® QCS8450 | 85.367 ms | 9 - 504 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 67.419 ms | 7 - 27 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 54.609 ms | 7 - 7 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 28.212 ms | 0 - 475 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® SA7255P | 184.776 ms | 1 - 468 MB | NPU
| proposal_generator | QNN_DLC | float | Qualcomm® SA8295P | 76.845 ms | 0 - 433 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 28.212 ms | 0 - 475 MB | NPU
| proposal_generator | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 21.765 ms | 7 - 501 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 24.695 ms | 4 - 4 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® X Elite | 56.209 ms | 4 - 4 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 36.717 ms | 4 - 755 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 61.008 ms | 4 - 735 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 198.852 ms | 6 - 16 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 97.627 ms | 0 - 546 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 54.318 ms | 4 - 6 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8775P | 54.765 ms | 0 - 546 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8650P | 54.765 ms | 0 - 546 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8255P | 54.765 ms | 0 - 546 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 61.008 ms | 4 - 735 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 54.782 ms | 3 - 13 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 56.209 ms | 4 - 4 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 436.093 ms | 4 - 538 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 63.529 ms | 4 - 531 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 25.464 ms | 4 - 442 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA7255P | 97.627 ms | 0 - 546 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Qualcomm® SA8295P | 65.868 ms | 0 - 542 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 25.464 ms | 4 - 442 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 23.039 ms | 1 - 452 MB | NPU
| proposal_generator | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 63.529 ms | 4 - 531 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 21.191 ms | 2 - 2 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® X Elite | 41.342 ms | 2 - 2 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 27.356 ms | 2 - 493 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.411 ms | 2 - 488 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 76.501 ms | 2 - 8 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 71.763 ms | 2 - 439 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 40.423 ms | 2 - 6 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8775P | 40.407 ms | 2 - 439 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8650P | 40.407 ms | 2 - 439 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8255P | 40.407 ms | 2 - 439 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 47.411 ms | 2 - 488 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 51.126 ms | 1 - 7 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 41.342 ms | 2 - 2 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 208.59 ms | 2 - 440 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 29.405 ms | 2 - 435 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 23.611 ms | 2 - 441 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA7255P | 71.763 ms | 2 - 439 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Qualcomm® SA8295P | 45.096 ms | 2 - 440 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 23.611 ms | 2 - 441 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 20.917 ms | 2 - 441 MB | NPU
| proposal_generator | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 29.405 ms | 2 - 435 MB | NPU
| proposal_generator | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 36.942 ms | 10 - 583 MB | NPU
| proposal_generator | TFLITE | float | Qualcomm® SA8295P | 77.823 ms | 11 - 452 MB | NPU
| proposal_generator | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 22.054 ms | 10 - 505 MB | NPU
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 29.852 ms | 1 - 500 MB | NPU
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 47.023 ms | 3 - 498 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 73.36 ms | 3 - 443 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 43.196 ms | 3 - 6 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8775P | 43.172 ms | 3 - 443 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8650P | 43.172 ms | 3 - 443 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8255P | 43.172 ms | 3 - 443 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® QCS8450 | 47.023 ms | 3 - 498 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 43.102 ms | 2 - 29 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 36.991 ms | 3 - 450 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 25.414 ms | 2 - 431 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA7255P | 73.36 ms | 3 - 443 MB | NPU
| proposal_generator | TFLITE | w8a8 | Qualcomm® SA8295P | 49.769 ms | 3 - 444 MB | NPU
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 25.414 ms | 2 - 431 MB | NPU
| proposal_generator | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 23.497 ms | 3 - 452 MB | NPU
| proposal_generator | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 36.991 ms | 3 - 450 MB | NPU
| roi_head | ONNX | float | Snapdragon® X2 Elite | 31.71 ms | 10 - 10 MB | NPU
| roi_head | ONNX | float | Snapdragon® X Elite | 64.259 ms | 30 - 30 MB | NPU
| roi_head | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 48.559 ms | 10 - 1420 MB | NPU
| roi_head | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 96.23 ms | 1 - 437 MB | NPU
| roi_head | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.519 ms | 0 - 34 MB | NPU
| roi_head | ONNX | float | Qualcomm® QCS8450 | 96.23 ms | 1 - 437 MB | NPU
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 94.774 ms | 10 - 22 MB | NPU
| roi_head | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.259 ms | 30 - 30 MB | NPU
| roi_head | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 40.176 ms | 2 - 1191 MB | NPU
| roi_head | ONNX | float | Snapdragon® 8 Elite Mobile | 40.176 ms | 2 - 1191 MB | NPU
| roi_head | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.091 ms | 1 - 1291 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® X2 Elite | 15.974 ms | 6 - 6 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® X Elite | 32.741 ms | 13 - 13 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.921 ms | 5 - 454 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 48.922 ms | 5 - 453 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 193.198 ms | 5 - 8 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 32.467 ms | 0 - 408 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® QCS8450 | 48.922 ms | 5 - 453 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 32.646 ms | 5 - 8 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 32.741 ms | 13 - 13 MB | NPU
| roi_head | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 19.427 ms | 1 - 440 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 19.427 ms | 1 - 440 MB | NPU
| roi_head | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.082 ms | 1 - 444 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® X2 Elite | 9.045 ms | 3 - 3 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® X Elite | 19.111 ms | 15 - 15 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.52 ms | 3 - 355 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 43.158 ms | 3 - 352 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.86 ms | 2 - 5 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.368 ms | 0 - 21 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® QCS8450 | 43.158 ms | 3 - 352 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.075 ms | 2 - 5 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.111 ms | 15 - 15 MB | NPU
| roi_head | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.028 ms | 0 - 319 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 10.028 ms | 0 - 319 MB | NPU
| roi_head | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.396 ms | 2 - 323 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® X2 Elite | 31.311 ms | 10 - 10 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® X Elite | 64.039 ms | 10 - 10 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 49.025 ms | 0 - 1657 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 116.545 ms | 3 - 435 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 332.793 ms | 0 - 1466 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 64.261 ms | 10 - 13 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® SA8775P | 96.144 ms | 0 - 1466 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® SA8650P | 96.144 ms | 0 - 1466 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® SA8255P | 96.144 ms | 0 - 1466 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® QCS8450 | 116.545 ms | 3 - 435 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 94.499 ms | 10 - 21 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 64.039 ms | 10 - 10 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 40.804 ms | 10 - 1367 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® SA7255P | 332.793 ms | 0 - 1466 MB | NPU
| roi_head | QNN_DLC | float | Qualcomm® SA8295P | 88.759 ms | 1 - 388 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 40.804 ms | 10 - 1367 MB | NPU
| roi_head | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 27.613 ms | 10 - 1461 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 15.947 ms | 5 - 5 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® X Elite | 31.841 ms | 5 - 5 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 25.319 ms | 5 - 439 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 47.416 ms | 5 - 436 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 187.526 ms | 5 - 11 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 96.923 ms | 5 - 384 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 31.588 ms | 5 - 7 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8775P | 31.549 ms | 0 - 379 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8650P | 31.549 ms | 0 - 379 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8255P | 31.549 ms | 0 - 379 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 47.416 ms | 5 - 436 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 31.561 ms | 3 - 9 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 31.841 ms | 5 - 5 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 642.262 ms | 5 - 521 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 53.807 ms | 5 - 470 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 18.627 ms | 5 - 428 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA7255P | 96.923 ms | 5 - 384 MB | NPU
| roi_head | QNN_DLC | w8a16 | Qualcomm® SA8295P | 51.641 ms | 0 - 380 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 18.627 ms | 5 - 428 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 14.112 ms | 5 - 431 MB | NPU
| roi_head | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 53.807 ms | 5 - 470 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 9.405 ms | 2 - 2 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® X Elite | 19.519 ms | 2 - 2 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 12.522 ms | 2 - 351 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.236 ms | 2 - 349 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 98.397 ms | 1 - 5 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 48.894 ms | 2 - 303 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 18.755 ms | 3 - 5 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8775P | 19.375 ms | 1 - 301 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8650P | 19.375 ms | 1 - 301 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8255P | 19.375 ms | 1 - 301 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 34.236 ms | 2 - 349 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 19.517 ms | 1 - 5 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 19.519 ms | 2 - 2 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 301.57 ms | 3 - 383 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 30.482 ms | 2 - 326 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 10.014 ms | 2 - 316 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA7255P | 48.894 ms | 2 - 303 MB | NPU
| roi_head | QNN_DLC | w8a8 | Qualcomm® SA8295P | 28.131 ms | 0 - 302 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 10.014 ms | 2 - 316 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 8.303 ms | 2 - 321 MB | NPU
| roi_head | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 30.482 ms | 2 - 326 MB | NPU
| roi_head | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 495.773 ms | 0 - 3365 MB | CPU
| roi_head | TFLITE | float | Qualcomm® SA8295P | 521.47 ms | 1 - 1601 MB | CPU
| roi_head | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1998.678 ms | 0 - 2991 MB | NPU
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 290.365 ms | 0 - 1595 MB | NPU
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 872.277 ms | 1 - 819 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 515.775 ms | 0 - 1278 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 368.031 ms | 0 - 2058 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® SA8775P | 366.916 ms | 0 - 1278 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® SA8650P | 366.916 ms | 0 - 1278 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® SA8255P | 366.916 ms | 0 - 1278 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® QCS8450 | 872.277 ms | 1 - 819 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 351.831 ms | 0 - 35 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1821.735 ms | 1136 - 2395 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 195.782 ms | 0 - 1348 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® SA7255P | 515.775 ms | 0 - 1278 MB | NPU
| roi_head | TFLITE | w8a8 | Qualcomm® SA8295P | 385.004 ms | 0 - 665 MB | NPU
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 195.782 ms | 0 - 1348 MB | NPU
| roi_head | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 161.264 ms | 0 - 1472 MB | NPU
| roi_head | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1821.735 ms | 1136 - 2395 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).