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Conditional-DETR-ResNet50

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by Qualcomm-AI-Hub apache-2.0
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Conditional-DETR-ResNet50: 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 Conditional-DETR-ResNet50 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_fp16 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_fp16 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download

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

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

  • Input resolution: 480x480
  • Model checkpoint: ResNet50
  • Model size (float): 166 MB
  • Number of parameters: 43.6M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
Conditional-DETR-ResNet50 ONNX float Snapdragon® X2 Elite 9.299 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® X Elite 20.278 ms 82 - 82 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Gen 3 Mobile 15.019 ms 2 - 455 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Gen 1 Mobile 40.115 ms 1 - 368 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-8275 31.368 ms 5 - 13 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 20.31 ms 0 - 94 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® QCS8450 40.115 ms 1 - 368 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-9075 29.674 ms 5 - 12 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ IQ-X7181 20.278 ms 82 - 82 MB NPU
Conditional-DETR-ResNet50 ONNX float Qualcomm® Dragonwing™ Q-8750 11.163 ms 0 - 317 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Elite Mobile 11.163 ms 0 - 317 MB NPU
Conditional-DETR-ResNet50 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 8.307 ms 3 - 326 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 54.232 ms 20 - 408 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 45.367 ms 24 - 298 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Mobile 45.367 ms 24 - 298 MB NPU
Conditional-DETR-ResNet50 ONNX w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 39.07 ms 22 - 311 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® X2 Elite 9.972 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® X Elite 23.439 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 17.1 ms 0 - 400 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 45.055 ms 5 - 351 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 33.334 ms 5 - 12 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 23.12 ms 5 - 7 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8775P 32.229 ms 1 - 306 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8650P 32.229 ms 1 - 306 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8255P 32.229 ms 1 - 306 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® QCS8450 45.055 ms 5 - 351 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 32.961 ms 5 - 11 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 23.439 ms 5 - 5 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 11.581 ms 5 - 322 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA7255P 98.233 ms 1 - 308 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Qualcomm® SA8295P 34.076 ms 2 - 263 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Elite Mobile 11.581 ms 5 - 322 MB NPU
Conditional-DETR-ResNet50 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 8.94 ms 5 - 336 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® X2 Elite 16.441 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® X Elite 30.322 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Gen 3 Mobile 22.199 ms 2 - 474 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-8275 35.72 ms 2 - 7 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 30.542 ms 3 - 350 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8775P 35.951 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8650P 35.951 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA8255P 35.951 ms 1 - 370 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-9075 36.067 ms 2 - 6 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ IQ-X7181 30.322 ms 2 - 2 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® Dragonwing™ Q-8750 17.011 ms 0 - 371 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Qualcomm® SA7255P 90.234 ms 2 - 371 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Mobile 17.011 ms 0 - 371 MB NPU
Conditional-DETR-ResNet50 QNN_DLC w8a16_mixed_fp16 Snapdragon® 8 Elite Gen 5 Mobile 15.071 ms 2 - 394 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Gen 3 Mobile 16.076 ms 0 - 437 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Gen 1 Mobile 45.236 ms 0 - 374 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-8275 31.263 ms 0 - 94 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.313 ms 0 - 2 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8775P 30.255 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8650P 30.255 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8255P 30.255 ms 0 - 366 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® QCS8450 45.236 ms 0 - 374 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ IQ-9075 30.834 ms 0 - 93 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® Dragonwing™ Q-8750 12.266 ms 0 - 343 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA7255P 94.001 ms 0 - 334 MB NPU
Conditional-DETR-ResNet50 TFLITE float Qualcomm® SA8295P 35.171 ms 0 - 289 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Elite Mobile 12.266 ms 0 - 343 MB NPU
Conditional-DETR-ResNet50 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 9.558 ms 0 - 356 MB NPU

License

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

References

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