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qualcomm/
First-Order-Motion-Model

Name: First-Order-Motion-Model
Rating: 2.5 (6 reviews)

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First-Order-Motion-Model: Optimized for Qualcomm Devices

FOMM is a machine learning model that animates a still image to mirror the movements from a target video.

This is based on the implementation of First-Order-Motion-Model 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

For more device-specific assets and performance metrics, visit First-Order-Motion-Model 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 First-Order-Motion-Model on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.video_generation

Model Stats:

Input resolution: 256x256
Model checkpoint: vox-256
Model size (detector) (float): 54.2 MB
Model size (generator) (float): 174 MB

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	3.248 ms	0 - 37 MB	NPU
detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	7.358 ms	1 - 36 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	6.542 ms	1 - 4 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	4.395 ms	0 - 29 MB	NPU
detector	ONNX	float	Qualcomm® QCS8450	7.358 ms	1 - 36 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	5.62 ms	1 - 4 MB	NPU
detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	2.914 ms	0 - 22 MB	NPU
detector	ONNX	float	Snapdragon® 8 Elite Mobile	2.914 ms	0 - 22 MB	NPU
detector	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	2.745 ms	0 - 22 MB	NPU
generator	ONNX	float	Snapdragon® 8 Gen 3 Mobile	16.249 ms	16 - 210 MB	NPU
generator	ONNX	float	Snapdragon® 8 Gen 1 Mobile	37.026 ms	17 - 206 MB	NPU
generator	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	39.379 ms	16 - 20 MB	NPU
generator	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	21.801 ms	18 - 20 MB	NPU
generator	ONNX	float	Qualcomm® QCS8450	37.026 ms	17 - 206 MB	NPU
generator	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	34.301 ms	17 - 20 MB	NPU
generator	ONNX	float	Qualcomm® Dragonwing™ Q-8750	13.233 ms	14 - 177 MB	NPU
generator	ONNX	float	Snapdragon® 8 Elite Mobile	13.233 ms	14 - 177 MB	NPU
generator	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	11.064 ms	15 - 187 MB	NPU

License

The license for the original implementation of First-Order-Motion-Model can be found here.

References

Community

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qualcomm/First-Order-Motion-Model