Deep Layer Aggregation
Paper • 1707.06484 • Published
DLA-102-X: Optimized for Qualcomm Devices
dla is a machine learning model that can classify images from the Imagenet dataset. It is a architecture which can be used as backbone.
This is based on the implementation of DLA-102-X 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 | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | Download |
| QNN_DLC | float | Universal | QAIRT 2.45 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | Download |
| TFLITE | float | Universal | QAIRT 2.45 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.45 | Download |
For more device-specific assets and performance metrics, visit DLA-102-X 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 DLA-102-X on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.image_classification
Model Stats:
- Input resolution: 224x224
- Model checkpoint: Imagenet
- Model size (float): 100 MB
- Number of parameters: 26.3M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| DLA-102-X | ONNX | float | Snapdragon® X2 Elite | 1.334 ms | 2 - 2 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X Elite | 2.717 ms | 55 - 55 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.877 ms | 0 - 154 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3.903 ms | 1 - 131 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 4.494 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.661 ms | 0 - 74 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® QCS8450 | 3.903 ms | 1 - 131 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 3.969 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 2.717 ms | 55 - 55 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 1.569 ms | 0 - 101 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite Mobile | 1.569 ms | 0 - 101 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.222 ms | 0 - 104 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X2 Elite | 0.716 ms | 1 - 1 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X Elite | 1.403 ms | 28 - 28 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.995 ms | 0 - 151 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.997 ms | 0 - 152 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.667 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.546 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.392 ms | 0 - 51 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS8450 | 1.997 ms | 0 - 152 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.921 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.403 ms | 28 - 28 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.906 ms | 0 - 226 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.679 ms | 0 - 112 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.881 ms | 0 - 114 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.881 ms | 0 - 114 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.737 ms | 0 - 117 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.679 ms | 0 - 112 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X2 Elite | 1.664 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X Elite | 3.122 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.999 ms | 1 - 149 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 4.522 ms | 0 - 122 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 4.575 ms | 1 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 14.446 ms | 1 - 98 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.844 ms | 1 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8775P | 4.342 ms | 1 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8650P | 4.342 ms | 1 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8255P | 4.342 ms | 1 - 100 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS8450 | 4.522 ms | 0 - 122 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 4.453 ms | 1 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.122 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 1.606 ms | 0 - 99 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA7255P | 14.446 ms | 1 - 98 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8295P | 4.675 ms | 1 - 81 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.606 ms | 0 - 99 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.24 ms | 1 - 103 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.849 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.562 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.955 ms | 0 - 133 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.949 ms | 0 - 134 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.646 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.48 ms | 0 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 3.226 ms | 0 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.353 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.814 ms | 0 - 104 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.814 ms | 0 - 104 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.814 ms | 0 - 104 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.949 ms | 0 - 134 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.668 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.562 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.631 ms | 0 - 235 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.7 ms | 0 - 103 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.783 ms | 0 - 107 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.226 ms | 0 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.18 ms | 0 - 108 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.783 ms | 0 - 107 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.633 ms | 0 - 109 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.7 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.98 ms | 0 - 188 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 4.539 ms | 0 - 163 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 4.547 ms | 0 - 57 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 14.428 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2.754 ms | 0 - 3 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8775P | 4.358 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8650P | 4.358 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8255P | 4.358 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® QCS8450 | 4.539 ms | 0 - 163 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 4.09 ms | 0 - 57 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1.58 ms | 0 - 150 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA7255P | 14.428 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8295P | 4.677 ms | 0 - 125 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.58 ms | 0 - 150 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.235 ms | 0 - 153 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.84 ms | 0 - 138 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.699 ms | 0 - 135 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.56 ms | 0 - 29 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.282 ms | 0 - 30 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 2.962 ms | 0 - 100 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.133 ms | 0 - 3 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.614 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8650P | 1.614 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8255P | 1.614 ms | 0 - 99 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.699 ms | 0 - 135 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.408 ms | 0 - 29 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 10.232 ms | 0 - 209 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1.487 ms | 0 - 92 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.714 ms | 0 - 104 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA7255P | 2.962 ms | 0 - 100 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8295P | 1.964 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.714 ms | 0 - 104 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.584 ms | 0 - 96 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.487 ms | 0 - 92 MB | NPU |
License
- The license for the original implementation of DLA-102-X can be found here.
References
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.