MediaPipe-Selfie-Segmentation

qualcomm/MediaPipe-Selfie-Segmentation

MediaPipe-Selfie-Segmentation is a image segmentation model from qualcomm. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for pytorch. The card lists the license as apache-2.0.

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At a glance

Task: Image Segmentation
Library: pytorch
License: apache-2.0
Access: Public
Created: Feb 25, 2024
Updated: Sep 23, 2026
SHA: 34d2472b

Model card

From the Hugging Face model README

MediaPipe-Selfie-Segmentation: Optimized for Qualcomm Devices

Light-weight model that segments a person from the background in square or landscape selfie and video conference imagery.

This is based on the implementation of MediaPipe-Selfie-Segmentation 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 1.27.1	Download
ONNX	w8a16	Universal	QAIRT 2.50, ONNX Runtime 1.27.1	Download
ONNX	w8a8	Universal	QAIRT 2.50, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.50	Download
QNN_DLC	w8a16	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 MediaPipe-Selfie-Segmentation 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 MediaPipe-Selfie-Segmentation on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.semantic_segmentation

Model Stats:

Input resolution (Landscape): 144x256
Input resolution (Square): 256x256
Model checkpoint: Square
Model size (float): 447 KB
Number of output classes: 6
Number of parameters: 106K

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.342 ms	0 - 31 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.372 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® X2 Elite	0.365 ms	2 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® X Elite	0.701 ms	2 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.459 ms	0 - 42 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Snapdragon® 8 Gen 1 Mobile	0.983 ms	1 - 49 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.878 ms	1 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.699 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® QCS8450	0.983 ms	1 - 49 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.906 ms	1 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.701 ms	2 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.372 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.381 ms	0 - 40 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	0.442 ms	0 - 42 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® X2 Elite	0.383 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® X Elite	0.855 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	0.545 ms	0 - 46 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	0.984 ms	0 - 54 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	1.525 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	0.847 ms	0 - 4 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.82 ms	0 - 38 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® QCS8450	0.984 ms	0 - 54 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	0.958 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	0.855 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	1.662 ms	0 - 141 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	0.673 ms	0 - 36 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	0.442 ms	0 - 42 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	0.673 ms	0 - 36 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.148 ms	0 - 35 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.155 ms	0 - 36 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® X2 Elite	0.132 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® X Elite	0.265 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.193 ms	0 - 44 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.358 ms	0 - 51 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	0.944 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.346 ms	0 - 4 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.281 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® QCS8450	0.358 ms	0 - 51 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.43 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.265 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	0.923 ms	0 - 33 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.279 ms	0 - 33 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.155 ms	0 - 36 MB	NPU
MediaPipe-Selfie-Segmentation	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.279 ms	0 - 33 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.293 ms	1 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.325 ms	0 - 33 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® X2 Elite	0.419 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® X Elite	0.738 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.396 ms	0 - 40 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	0.85 ms	0 - 42 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.705 ms	1 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.596 ms	1 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® SA8650P	0.962 ms	1 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® SA8255P	0.962 ms	1 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® QCS8450	0.85 ms	0 - 42 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.766 ms	3 - 6 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.738 ms	1 - 1 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.325 ms	0 - 33 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	float	Qualcomm® SA8295P	1.063 ms	0 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.269 ms	0 - 35 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Elite For Galaxy Mobile	0.331 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® X2 Elite	0.372 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® X Elite	0.731 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	0.426 ms	0 - 40 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	0.727 ms	0 - 45 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	1.328 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	0.68 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.607 ms	0 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8650P	0.813 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8255P	0.813 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® QCS8450	0.727 ms	0 - 45 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	0.739 ms	2 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	0.731 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	1.47 ms	0 - 134 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	0.611 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	0.331 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Qualcomm® SA8295P	0.944 ms	0 - 29 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	0.611 ms	0 - 30 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.139 ms	0 - 27 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.136 ms	0 - 31 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.224 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® X Elite	0.351 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.169 ms	0 - 36 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.3 ms	0 - 43 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	0.801 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.323 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.244 ms	0 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8650P	0.456 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8255P	0.456 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® QCS8450	0.3 ms	0 - 43 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.339 ms	2 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.351 ms	0 - 0 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	0.761 ms	0 - 27 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.239 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.136 ms	0 - 31 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Qualcomm® SA8295P	0.46 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.239 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.3 ms	0 - 29 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.354 ms	0 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.397 ms	0 - 38 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	0.861 ms	0 - 47 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.717 ms	0 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.607 ms	0 - 2 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® SA8650P	0.987 ms	0 - 27 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® SA8255P	0.987 ms	0 - 27 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® QCS8450	0.861 ms	0 - 47 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.768 ms	0 - 4 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.354 ms	0 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	float	Qualcomm® SA8295P	1.078 ms	0 - 28 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.14 ms	0 - 27 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.14 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.171 ms	0 - 35 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.305 ms	0 - 41 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.618 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.297 ms	0 - 4 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.245 ms	0 - 5 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® SA8650P	0.454 ms	0 - 25 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® SA8255P	0.454 ms	0 - 25 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® QCS8450	0.305 ms	0 - 41 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.355 ms	0 - 3 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	0.79 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.244 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.14 ms	0 - 26 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® SA7255P	3.056 ms	1 - 28 MB	GPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Qualcomm® SA8295P	0.479 ms	0 - 25 MB	NPU
MediaPipe-Selfie-Segmentation	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.244 ms	0 - 26 MB	NPU

License

The license for the original implementation of MediaPipe-Selfie-Segmentation can be found here.

References

Community

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Task: Image Segmentation
Library: pytorch
License: apache-2.0
Created: Feb 25, 2024
Updated: Sep 23, 2026