v0.64.0

79113b1 verified about 3 hours ago

13.5 kB

	---
	library_name: pytorch
	license: apache-2.0
	tags:
	- backbone
	- android
	pipeline_tag: image-classification

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/web-assets/model_demo.png)

	# 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](https://huggingface.co/timm/inception_v4.tf_in1k).
	This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) 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](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-onnx-float.zip)
	\| ONNX \| w8a8 \| Universal \| QAIRT 2.50, ONNX Runtime 1.30.0 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-onnx-w8a8.zip)
	\| QNN_DLC \| float \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-qnn_dlc-float.zip)
	\| QNN_DLC \| w8a8 \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-qnn_dlc-w8a8.zip)
	\| TFLITE \| float \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-tflite-float.zip)
	\| TFLITE \| w8a8 \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-tflite-w8a8.zip)

	For more device-specific assets and performance metrics, visit [Inception-v4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/inception_v4).


	### Option 2: Export with Custom Configurations

	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) 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](https://github.com/huggingface/pytorch-image-models/tree/main?tab=Apache-2.0-1-ov-file).

	## References
	* [Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning](https://arxiv.org/abs/1602.07261)
	* [Source Model Implementation](https://huggingface.co/timm/inception_v4.tf_in1k)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).

	---
	library_name: pytorch
	license: apache-2.0
	tags:
	- backbone
	- android
	pipeline_tag: image-classification

	---

	![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/web-assets/model_demo.png)

	# 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](https://huggingface.co/timm/inception_v4.tf_in1k).
	This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).

	Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) 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](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-onnx-float.zip)
	\| ONNX \| w8a8 \| Universal \| QAIRT 2.50, ONNX Runtime 1.30.0 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-onnx-w8a8.zip)
	\| QNN_DLC \| float \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-qnn_dlc-float.zip)
	\| QNN_DLC \| w8a8 \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-qnn_dlc-w8a8.zip)
	\| TFLITE \| float \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-tflite-float.zip)
	\| TFLITE \| w8a8 \| Universal \| QAIRT 2.50 \| [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/inception_v4/releases/v0.64.0/inception_v4-tflite-w8a8.zip)

	For more device-specific assets and performance metrics, visit [Inception-v4 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/inception_v4).


	### Option 2: Export with Custom Configurations

	Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) 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](https://github.com/qualcomm/ai-hub-models/blob/v0.64.0/src/qai_hub_models/models/inception_v4) 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](https://github.com/huggingface/pytorch-image-models/tree/main?tab=Apache-2.0-1-ov-file).

	## References
	* [Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning](https://arxiv.org/abs/1602.07261)
	* [Source Model Implementation](https://huggingface.co/timm/inception_v4.tf_in1k)

	## Community
	* Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
	* For questions or feedback please [reach out to us](mailto:ai-hub-support@qti.qualcomm.com).