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DETR-ResNet50-DC5

Object Detection
PyTorch
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android
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DETR-ResNet50-DC5: Optimized for Qualcomm Devices

DETR is a machine learning model that can detect objects (trained on COCO dataset).

This is based on the implementation of DETR-ResNet50-DC5 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 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a16_mixed_int16 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit DETR-ResNet50-DC5 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 DETR-ResNet50-DC5 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 480x480
  • Model checkpoint: ResNet50-DC5
  • Model size (float): 160 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 16.339 ms 3 - 359 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 20.972 ms 3 - 349 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® X2 Elite 18.038 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® X Elite 42.082 ms 78 - 78 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Gen 3 Mobile 30.232 ms 0 - 461 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Gen 1 Mobile 55.88 ms 1 - 410 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-8275 56.884 ms 4 - 13 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 41.062 ms 5 - 8 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® QCS8450 55.88 ms 1 - 410 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-9075 55.631 ms 5 - 13 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 42.082 ms 78 - 78 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ Q-8750 20.972 ms 3 - 349 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 99.167 ms 28 - 755 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite For Galaxy Mobile 113.898 ms 30 - 550 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 136.194 ms 51 - 875 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-8275 190.978 ms 51 - 54 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 171.155 ms 16 - 80 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-9075 158.079 ms 54 - 56 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 113.898 ms 30 - 550 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 96.537 ms 55 - 414 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 107.157 ms 53 - 391 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 133.553 ms 48 - 531 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 107.157 ms 53 - 391 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 17.267 ms 5 - 365 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 24.706 ms 0 - 350 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® X2 Elite 20.12 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® X Elite 45.114 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 32.052 ms 0 - 442 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 59.519 ms 1 - 393 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 58.697 ms 5 - 12 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 43.577 ms 5 - 7 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® QCS8450 59.519 ms 1 - 393 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 57.763 ms 5 - 12 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 45.114 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 24.706 ms 0 - 350 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA7255P 165.553 ms 1 - 343 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA8295P 63.078 ms 0 - 301 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 69.835 ms 2 - 691 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite For Galaxy Mobile 79.185 ms 2 - 782 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® X2 Elite 65.808 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® X Elite 105.086 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 98.134 ms 2 - 900 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-8275 127.508 ms 2 - 7 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 113.54 ms 3 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8775P 118.466 ms 1 - 778 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8650P 118.466 ms 1 - 778 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8255P 118.466 ms 1 - 778 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-9075 141.538 ms 2 - 6 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-X7181 105.086 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 79.185 ms 2 - 782 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA7255P 239.964 ms 2 - 757 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 22.654 ms 2 - 439 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 26.463 ms 2 - 414 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 22.685 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 39.41 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 29.305 ms 2 - 534 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 36.92 ms 2 - 8 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 37.911 ms 2 - 207 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 37.416 ms 0 - 420 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 37.416 ms 0 - 420 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 37.416 ms 0 - 420 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 38.029 ms 2 - 7 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 39.41 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 569.162 ms 2 - 580 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 49.406 ms 4 - 459 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 26.463 ms 2 - 414 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 86.637 ms 0 - 420 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 49.406 ms 4 - 459 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 17.005 ms 0 - 385 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 24.641 ms 0 - 374 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Gen 3 Mobile 31.811 ms 0 - 465 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Gen 1 Mobile 58.608 ms 0 - 411 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 59.871 ms 0 - 90 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 43.408 ms 0 - 2 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8775P 1191.951 ms 0 - 12 MB CPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8650P 1191.951 ms 0 - 12 MB CPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8255P 1191.951 ms 0 - 12 MB CPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® QCS8450 58.608 ms 0 - 411 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 57.342 ms 0 - 90 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ Q-8750 24.641 ms 0 - 374 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA7255P 1566.548 ms 0 - 11 MB CPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8295P 62.585 ms 0 - 320 MB NPU

License

  • The license for the original implementation of DETR-ResNet50-DC5 can be found here.

References

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Paper for qualcomm/DETR-ResNet50-DC5