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 1.25.0	Download
ONNX	w8a16_mixed_int16	Universal	QAIRT 2.45, ONNX Runtime 1.25.0	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:

• Model checkpoint: ResNet50-DC5
• Input resolution: 480x480
• 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	19.981 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® X Elite	44.84 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 3 Mobile	31.599 ms	3 - 489 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Gen 1 Mobile	68.066 ms	1 - 411 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	43.063 ms	0 - 94 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® QCS8450	68.066 ms	1 - 411 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	57.77 ms	5 - 12 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	18.456 ms	3 - 385 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Snapdragon® 8 Elite Mobile	22.86 ms	3 - 373 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ Q-8750	22.86 ms	3 - 373 MB	NPU
DETR-ResNet50-DC5	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	44.84 ms	78 - 78 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_int16	Snapdragon® 8 Gen 3 Mobile	159.429 ms	55 - 638 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_int16	Snapdragon® 8 Elite Mobile	129.917 ms	52 - 506 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_int16	Snapdragon® 8 Elite Gen 5 Mobile	115.923 ms	53 - 541 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_int16	Qualcomm® Dragonwing™ IQ-9075	191.055 ms	55 - 98 MB	NPU
DETR-ResNet50-DC5	ONNX	w8a16_mixed_int16	Qualcomm® Dragonwing™ Q-8750	129.917 ms	52 - 506 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X2 Elite	21.249 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® X Elite	46.661 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	32.574 ms	0 - 464 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	71.915 ms	5 - 396 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® QCS8275	173.128 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.673 ms	5 - 7 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8775P	57.768 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8650P	57.768 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8255P	57.768 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® QCS8450	71.915 ms	5 - 396 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	58.028 ms	5 - 11 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	19.431 ms	5 - 394 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA7255P	173.128 ms	1 - 371 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Snapdragon® 8 Elite Mobile	23.858 ms	5 - 399 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® SA8295P	64.059 ms	1 - 307 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	23.858 ms	5 - 399 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	46.661 ms	5 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® X2 Elite	25.288 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® X Elite	50.467 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® 8 Gen 3 Mobile	38.091 ms	2 - 790 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® QCS8275	104.441 ms	1 - 650 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	49.148 ms	3 - 5 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® SA8775P	49.591 ms	1 - 526 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® SA8650P	49.591 ms	1 - 526 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® SA8255P	49.591 ms	1 - 526 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® 8 Elite Mobile	33.43 ms	0 - 661 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® 8 Elite Gen 5 Mobile	22.932 ms	2 - 706 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® SA7255P	104.441 ms	1 - 650 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ IQ-9075	49.582 ms	2 - 6 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Snapdragon® 7 Gen 4 Mobile	71.982 ms	2 - 625 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ Q-6690	561.187 ms	2 - 664 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ Q-7790	71.982 ms	2 - 625 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ Q-8750	33.43 ms	0 - 661 MB	NPU
DETR-ResNet50-DC5	QNN_DLC	w8a16_mixed_int16	Qualcomm® Dragonwing™ IQ-X7181	50.467 ms	2 - 2 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	32.45 ms	0 - 495 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	71.224 ms	0 - 416 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® QCS8275	172.516 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	44.152 ms	0 - 3 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8775P	57.487 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8650P	57.487 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8255P	57.487 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® QCS8450	71.224 ms	0 - 416 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	57.8 ms	0 - 89 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	19.223 ms	0 - 414 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA7255P	172.516 ms	0 - 394 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Snapdragon® 8 Elite Mobile	23.672 ms	0 - 405 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® SA8295P	63.612 ms	0 - 326 MB	NPU
DETR-ResNet50-DC5	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	23.672 ms	0 - 405 MB	NPU

License

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

References

• End-to-End Object Detection with Transformers
• Source Model Implementation

Community

• Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
• For questions or feedback please reach out to us.