Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
Paper • 1602.07261 • Published • 1
Inception-v4: Optimized for Qualcomm Devices
InceptionNetV4 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.
This is based on the implementation of Inception-v4 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 2.50, ONNX Runtime 1.30.0 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.30.0 | Download |
| QNN_DLC | float | Universal | QAIRT 2.50 | Download |
| QNN_DLC | w8a8 | Universal | QAIRT 2.50 | Download |
| TFLITE | float | Universal | QAIRT 2.50 | Download |
| TFLITE | w8a8 | Universal | QAIRT 2.50 | Download |
For more device-specific assets and performance metrics, visit Inception-v4 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 Inception-v4 on GitHub for usage instructions.
Model Details
Model Type: Model_use_case.image_classification
Model Stats:
- Input resolution: 299x299
- Model checkpoint: Imagenet
- Model size (float): 163 MB
- Model size (w8a8): 41.6 MB
- Number of parameters: 42.6M
Performance Summary
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit |
|---|---|---|---|---|---|---|
| Inception-v4 | ONNX | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.925 ms | 0 - 57 MB | NPU |
| Inception-v4 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.352 ms | 0 - 55 MB | NPU |
| Inception-v4 | ONNX | float | Snapdragon® X2 Elite | 2.105 ms | 1 - 1 MB | NPU |
| Inception-v4 | ONNX | float | Snapdragon® X Elite | 3.983 ms | 82 - 82 MB | NPU |
| Inception-v4 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 2.963 ms | 0 - 103 MB | NPU |
| Inception-v4 | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 6.778 ms | 1 - 109 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 8.118 ms | 1 - 6 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.994 ms | 0 - 97 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® QCS8450 | 6.778 ms | 1 - 109 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 7.017 ms | 1 - 5 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.983 ms | 82 - 82 MB | NPU |
| Inception-v4 | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 2.352 ms | 0 - 55 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.7 ms | 0 - 98 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.846 ms | 0 - 95 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® X2 Elite | 0.672 ms | 1 - 1 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® X Elite | 1.296 ms | 42 - 42 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.946 ms | 0 - 139 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.718 ms | 0 - 142 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.073 ms | 0 - 4 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.518 ms | 0 - 5 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.348 ms | 0 - 50 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® QCS8450 | 1.718 ms | 0 - 142 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.461 ms | 0 - 4 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.296 ms | 42 - 42 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 21.949 ms | 0 - 211 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.321 ms | 0 - 101 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.846 ms | 0 - 95 MB | NPU |
| Inception-v4 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.321 ms | 0 - 101 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.837 ms | 1 - 50 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.276 ms | 1 - 48 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® X2 Elite | 2.251 ms | 1 - 1 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® X Elite | 3.961 ms | 1 - 1 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 2.822 ms | 0 - 99 MB | NPU |
| Inception-v4 | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 6.589 ms | 1 - 102 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 7.851 ms | 1 - 5 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.797 ms | 1 - 178 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® SA8775P | 7.046 ms | 1 - 49 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® SA8650P | 7.046 ms | 1 - 49 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® SA8255P | 7.046 ms | 1 - 49 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® QCS8450 | 6.589 ms | 1 - 102 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 6.794 ms | 1 - 4 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 3.961 ms | 1 - 1 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2.276 ms | 1 - 48 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® SA7255P | 27.206 ms | 1 - 47 MB | NPU |
| Inception-v4 | QNN_DLC | float | Qualcomm® SA8295P | 7.587 ms | 0 - 49 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.687 ms | 0 - 84 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.843 ms | 0 - 84 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.862 ms | 0 - 0 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.432 ms | 0 - 0 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.945 ms | 0 - 117 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.706 ms | 0 - 122 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 6.023 ms | 2 - 5 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.482 ms | 0 - 3 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.312 ms | 0 - 2 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 1.565 ms | 0 - 86 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® SA8650P | 1.565 ms | 0 - 86 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® SA8255P | 1.565 ms | 0 - 86 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 1.706 ms | 0 - 122 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.408 ms | 0 - 3 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 1.432 ms | 0 - 0 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 24.594 ms | 0 - 200 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.289 ms | 0 - 89 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.843 ms | 0 - 84 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 4.407 ms | 0 - 83 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 2.472 ms | 0 - 81 MB | NPU |
| Inception-v4 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.289 ms | 0 - 89 MB | NPU |
| Inception-v4 | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.836 ms | 0 - 111 MB | NPU |
| Inception-v4 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.281 ms | 0 - 112 MB | NPU |
| Inception-v4 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.837 ms | 0 - 210 MB | NPU |
| Inception-v4 | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 6.586 ms | 0 - 211 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 7.846 ms | 0 - 86 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3.809 ms | 0 - 2 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® SA8775P | 7.087 ms | 0 - 111 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® SA8650P | 7.087 ms | 0 - 111 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® SA8255P | 7.087 ms | 0 - 111 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® QCS8450 | 6.586 ms | 0 - 211 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 6.812 ms | 0 - 85 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2.281 ms | 0 - 112 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® SA7255P | 27.23 ms | 0 - 110 MB | NPU |
| Inception-v4 | TFLITE | float | Qualcomm® SA8295P | 7.593 ms | 0 - 106 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 0.696 ms | 0 - 81 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.842 ms | 0 - 79 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 0.948 ms | 0 - 115 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 1.68 ms | 0 - 123 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 5.807 ms | 0 - 44 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 1.489 ms | 0 - 45 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1.289 ms | 0 - 3 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® SA8775P | 1.577 ms | 0 - 82 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® SA8650P | 1.577 ms | 0 - 82 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® SA8255P | 1.577 ms | 0 - 82 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® QCS8450 | 1.68 ms | 0 - 123 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 1.43 ms | 0 - 44 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 25.183 ms | 0 - 198 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 2.293 ms | 0 - 86 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 0.842 ms | 0 - 79 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® SA7255P | 4.425 ms | 0 - 80 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Qualcomm® SA8295P | 2.447 ms | 0 - 77 MB | NPU |
| Inception-v4 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.293 ms | 0 - 86 MB | NPU |
License
- The license for the original implementation of Inception-v4 can be found here.
References
- Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
- 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.