You can deploy this model and start earning money today!

qualcomm/
SqueezeNet-1.1

Name: SqueezeNet-1.1
Rating: 2.5 (23 reviews)

Views

No views yet

SqueezeNet-1.1: Optimized for Qualcomm Devices

SqueezeNet 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 SqueezeNet-1.1 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 SqueezeNet-1.1 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 SqueezeNet-1.1 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): 4.73 MB
Model size (w8a8): 1.30 MB
Number of parameters: 1.24M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
SqueezeNet-1.1	ONNX	float	Snapdragon® X2 Elite	0.181 ms	2 - 2 MB	NPU
SqueezeNet-1.1	ONNX	float	Snapdragon® X Elite	0.372 ms	0 - 0 MB	NPU
SqueezeNet-1.1	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.274 ms	0 - 32 MB	NPU
SqueezeNet-1.1	ONNX	float	Snapdragon® 8 Gen 1 Mobile	0.565 ms	1 - 38 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.625 ms	0 - 4 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.379 ms	0 - 4 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® QCS8450	0.565 ms	1 - 38 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.609 ms	1 - 3 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.372 ms	0 - 0 MB	NPU
SqueezeNet-1.1	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.244 ms	0 - 21 MB	NPU
SqueezeNet-1.1	ONNX	float	Snapdragon® 8 Elite Mobile	0.244 ms	0 - 21 MB	NPU
SqueezeNet-1.1	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.192 ms	0 - 21 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® X2 Elite	0.202 ms	1 - 1 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® X Elite	0.375 ms	0 - 0 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.273 ms	0 - 33 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.442 ms	0 - 37 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	0.74 ms	0 - 3 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.573 ms	0 - 4 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.379 ms	0 - 21 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® QCS8450	0.442 ms	0 - 37 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.502 ms	0 - 3 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.375 ms	0 - 0 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	1.182 ms	0 - 23 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.346 ms	0 - 23 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.233 ms	0 - 22 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.233 ms	0 - 22 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.22 ms	0 - 22 MB	NPU
SqueezeNet-1.1	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.346 ms	0 - 23 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® X2 Elite	0.345 ms	1 - 1 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® X Elite	0.772 ms	1 - 1 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.442 ms	0 - 30 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.264 ms	0 - 37 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.803 ms	1 - 4 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	2.066 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.651 ms	1 - 2 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® SA8775P	0.94 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® SA8650P	0.94 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® SA8255P	0.94 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® QCS8450	1.264 ms	0 - 37 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.826 ms	1 - 3 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.772 ms	1 - 1 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.327 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® SA7255P	2.066 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Qualcomm® SA8295P	1.124 ms	1 - 19 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.327 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.242 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.237 ms	0 - 0 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® X Elite	0.472 ms	0 - 0 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.266 ms	0 - 30 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.431 ms	0 - 36 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.083 ms	0 - 2 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.414 ms	0 - 3 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.91 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.379 ms	0 - 2 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® SA8775P	0.535 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® SA8650P	0.535 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® SA8255P	0.535 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® QCS8450	0.431 ms	0 - 36 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.444 ms	0 - 2 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.472 ms	0 - 0 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.446 ms	0 - 20 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.373 ms	0 - 20 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.181 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® SA7255P	0.91 ms	0 - 22 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Qualcomm® SA8295P	0.711 ms	0 - 19 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.181 ms	0 - 21 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.152 ms	0 - 20 MB	NPU
SqueezeNet-1.1	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.373 ms	0 - 20 MB	NPU
SqueezeNet-1.1	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.444 ms	0 - 34 MB	NPU
SqueezeNet-1.1	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.27 ms	0 - 41 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.806 ms	0 - 6 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	2.094 ms	0 - 24 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.649 ms	0 - 55 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® SA8775P	0.963 ms	0 - 25 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® SA8650P	0.963 ms	0 - 25 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® SA8255P	0.963 ms	0 - 25 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® QCS8450	1.27 ms	0 - 41 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.832 ms	0 - 5 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.34 ms	0 - 24 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® SA7255P	2.094 ms	0 - 24 MB	NPU
SqueezeNet-1.1	TFLITE	float	Qualcomm® SA8295P	1.144 ms	0 - 21 MB	NPU
SqueezeNet-1.1	TFLITE	float	Snapdragon® 8 Elite Mobile	0.34 ms	0 - 24 MB	NPU
SqueezeNet-1.1	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.238 ms	0 - 25 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.145 ms	0 - 30 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.25 ms	0 - 35 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.56 ms	0 - 3 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.259 ms	0 - 4 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.627 ms	0 - 21 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.191 ms	0 - 2 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® SA8775P	0.379 ms	0 - 22 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® SA8650P	0.379 ms	0 - 22 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® SA8255P	0.379 ms	0 - 22 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® QCS8450	0.25 ms	0 - 35 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.287 ms	0 - 3 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	0.931 ms	0 - 19 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.202 ms	0 - 19 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.112 ms	0 - 19 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® SA7255P	0.627 ms	0 - 21 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Qualcomm® SA8295P	0.507 ms	0 - 17 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.112 ms	0 - 19 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.101 ms	0 - 20 MB	NPU
SqueezeNet-1.1	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.202 ms	0 - 19 MB	NPU

License

The license for the original implementation of SqueezeNet-1.1 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.

qualcomm/SqueezeNet-1.1