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 2.42, ONNX Runtime 1.24.3 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | 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:
- Model checkpoint: Imagenet
- Input resolution: 224x224
- Number of parameters: 26.3M
- Model size (float): 100 MB
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.205 ms | 1 - 109 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite Mobile | 1.562 ms | 0 - 105 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X2 Elite | 1.329 ms | 54 - 54 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X Elite | 2.929 ms | 54 - 54 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® X Elite | 2.929 ms | 54 - 54 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.875 ms | 0 - 155 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.653 ms | 0 - 58 MB | NPU |
| DLA-102-X | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.562 ms | 0 - 105 MB | NPU |
| DLA-102-X | ONNX | float | Qualcomm® QCS9075 | 4.04 ms | 0 - 4 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.739 ms | 0 - 120 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.882 ms | 0 - 118 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X2 Elite | 0.727 ms | 28 - 28 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X Elite | 1.639 ms | 27 - 27 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® X Elite | 1.639 ms | 27 - 27 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.017 ms | 0 - 150 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS6490 | 75.054 ms | 16 - 38 MB | CPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.4 ms | 0 - 31 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.748 ms | 17 - 28 MB | CPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCM6690 | 40.922 ms | 16 - 27 MB | CPU |
| DLA-102-X | ONNX | w8a8 | Qualcomm® QCS9075 | 1.626 ms | 0 - 3 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.882 ms | 0 - 118 MB | NPU |
| DLA-102-X | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.748 ms | 17 - 28 MB | CPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.217 ms | 1 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 1.628 ms | 1 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X2 Elite | 1.62 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X Elite | 3.133 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® X Elite | 3.133 ms | 1 - 1 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.017 ms | 0 - 148 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.86 ms | 1 - 197 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8775P | 4.371 ms | 0 - 99 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8775P | 4.371 ms | 0 - 99 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8775P | 4.371 ms | 0 - 99 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA7255P | 14.431 ms | 1 - 98 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 4.537 ms | 0 - 120 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® SA8295P | 4.666 ms | 1 - 80 MB | NPU |
| DLA-102-X | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.628 ms | 1 - 101 MB | NPU |
| DLA-102-X | QNN_DLC | float | Qualcomm® QCS9075 | 4.205 ms | 3 - 5 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.621 ms | 0 - 109 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.788 ms | 0 - 107 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.88 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.569 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.569 ms | 0 - 0 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.974 ms | 0 - 133 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 3.951 ms | 2 - 4 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.398 ms | 0 - 3 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.814 ms | 0 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.814 ms | 0 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.814 ms | 0 - 105 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.694 ms | 0 - 103 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 10.646 ms | 0 - 235 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.558 ms | 0 - 2 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.788 ms | 0 - 107 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.92 ms | 0 - 136 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA7255P | 3.258 ms | 0 - 104 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.171 ms | 0 - 108 MB | NPU |
| DLA-102-X | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.694 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.215 ms | 0 - 148 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite Mobile | 1.582 ms | 0 - 147 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.972 ms | 0 - 191 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 2.719 ms | 0 - 6 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8775P | 4.362 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8775P | 4.362 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8775P | 4.362 ms | 0 - 146 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA7255P | 14.411 ms | 0 - 145 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 4.546 ms | 0 - 164 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® SA8295P | 4.672 ms | 0 - 125 MB | NPU |
| DLA-102-X | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.582 ms | 0 - 147 MB | NPU |
| DLA-102-X | TFLITE | float | Qualcomm® QCS9075 | 4.247 ms | 0 - 57 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.574 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.711 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.822 ms | 0 - 136 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS6490 | 3.626 ms | 0 - 29 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.155 ms | 0 - 4 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.604 ms | 0 - 101 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.604 ms | 0 - 101 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8775P | 1.604 ms | 0 - 101 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.461 ms | 0 - 92 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCM6690 | 10.077 ms | 0 - 209 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.362 ms | 0 - 29 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.711 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 1.688 ms | 0 - 135 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA7255P | 3.045 ms | 0 - 98 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Qualcomm® SA8295P | 1.969 ms | 0 - 103 MB | NPU |
| DLA-102-X | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1.461 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.