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license: other
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license_name: aplux-model-farm-license
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license_link: https://aiot.aidlux.com/api/v1/files/license/model_farm_license_en.pdf
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---
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license: other
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license_name: aplux-model-farm-license
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license_link: https://aiot.aidlux.com/api/v1/files/license/model_farm_license_en.pdf
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---
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## MobileNet-v3-Small: Image Classification
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MobileNet-V3-Small is the lightweight version in the third generation of the MobileNet series, designed for resource-constrained devices like mobile and edge devices. Based on automated machine learning (AutoML) techniques, MobileNet-V3-Small incorporates depthwise separable convolutions, a hard-swish activation function, and a Squeeze-and-Excitation (SE) attention mechanism to boost performance and efficiency. Compared to MobileNet-V3-Large, MobileNet-V3-Small has a more compact architecture with fewer parameters, making it suitable for efficient image classification, object detection, and other tasks in low-power environments. Common applications on mobile include real-time face recognition, gesture control, and image classification, delivering high accuracy with fast processing capabilities.
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### Source model
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- Input shape: 224x224
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- Number of parameters: 2.42M
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- Model size: 9.71M
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- Output shape: 1x1000
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Source model repository: [MobileNet-v3-Small](https://github.com/pytorch/vision/blob/main/torchvision/models/mobilenetv3.py)
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## Performance Reference
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Please search model by model name in [Model Farm](https://aiot.aidlux.com/en/models)
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## Inference & Model Conversion
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Please search model by model name in [Model Farm](https://aiot.aidlux.com/en/models)
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## License
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- Source Model: [BSD-3-CLAUSE](https://github.com/pytorch/vision/blob/main/LICENSE)
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- Deployable Model: [APLUX-MODEL-FARM-LICENSE](https://aiot.aidlux.com/api/v1/files/license/model_farm_license_en.pdf)
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