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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 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a16_mixed_int16 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 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® X2 Elite 19.887 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® X Elite 44.666 ms 78 - 78 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Gen 3 Mobile 31.647 ms 3 - 488 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Gen 1 Mobile 68.417 ms 5 - 418 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-8275 59.183 ms 5 - 13 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 43.257 ms 0 - 94 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® QCS8450 68.417 ms 5 - 418 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-9075 57.769 ms 4 - 12 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ IQ-X7181 44.666 ms 78 - 78 MB NPU
DETR-ResNet50-DC5 ONNX float Qualcomm® Dragonwing™ Q-8750 22.94 ms 3 - 375 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Elite Mobile 22.94 ms 3 - 375 MB NPU
DETR-ResNet50-DC5 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 18.461 ms 3 - 387 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_fp16 Snapdragon® 8 Elite Mobile 113.898 ms 30 - 550 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 99.167 ms 28 - 755 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 152.128 ms 48 - 551 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 140.17 ms 54 - 402 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 140.17 ms 54 - 402 MB NPU
DETR-ResNet50-DC5 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 111.689 ms 52 - 438 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® X2 Elite 21.242 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® X Elite 46.618 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 32.479 ms 5 - 467 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 71.658 ms 5 - 397 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 59.531 ms 5 - 12 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.587 ms 5 - 7 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA8775P 57.771 ms 0 - 371 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA8650P 57.771 ms 0 - 371 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA8255P 57.771 ms 0 - 371 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® QCS8450 71.658 ms 5 - 397 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 58.193 ms 7 - 13 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 46.618 ms 5 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 23.735 ms 0 - 394 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA7255P 173.078 ms 3 - 373 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Qualcomm® SA8295P 64.055 ms 0 - 305 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Elite Mobile 23.735 ms 0 - 394 MB NPU
DETR-ResNet50-DC5 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 19.428 ms 5 - 394 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_fp16 Snapdragon® 8 Elite Mobile 79.185 ms 2 - 782 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 69.835 ms 2 - 691 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 22.123 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 42.064 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 31.43 ms 2 - 732 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 39.54 ms 2 - 7 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 40.431 ms 2 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 41.823 ms 0 - 610 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 41.823 ms 0 - 610 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 41.823 ms 0 - 610 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 42.413 ms 1 - 5 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 42.064 ms 2 - 2 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 678.622 ms 2 - 688 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 61.328 ms 2 - 526 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 28.488 ms 2 - 601 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 92.132 ms 1 - 612 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 28.488 ms 2 - 601 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 19.443 ms 2 - 617 MB NPU
DETR-ResNet50-DC5 QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 61.328 ms 2 - 526 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Gen 3 Mobile 32.429 ms 0 - 494 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Gen 1 Mobile 71.109 ms 0 - 413 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ IQ-8275 59.339 ms 0 - 90 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 44.213 ms 0 - 3 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8775P 57.499 ms 0 - 393 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8650P 57.499 ms 0 - 393 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8255P 57.499 ms 0 - 393 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® QCS8450 71.109 ms 0 - 413 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ IQ-9075 57.789 ms 0 - 89 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® Dragonwing™ Q-8750 23.706 ms 0 - 405 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA7255P 172.479 ms 0 - 393 MB NPU
DETR-ResNet50-DC5 TFLITE float Qualcomm® SA8295P 63.63 ms 0 - 327 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Elite Mobile 23.706 ms 0 - 405 MB NPU
DETR-ResNet50-DC5 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 19.223 ms 0 - 415 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