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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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pipeline_tag: image-segmentation |
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tags: |
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- AIoT |
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- QNN |
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--- |
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## DeepLab-V3-Plus (MobileNet): Semantic Segmentation |
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DeepLab-V3-Plus (MobileNet) is a lightweight semantic segmentation model that combines the DeepLab-V3-Plus architecture with MobileNet. DeepLab-V3-Plus is an advanced framework for semantic segmentation, using Atrous Spatial Pyramid Pooling (ASPP) and an encoder-decoder structure to improve segmentation accuracy. MobileNet, known for its efficiency, reduces computational complexity and model size. By using MobileNet as the backbone of DeepLab-V3-Plus, this model can perform high-quality semantic segmentation on mobile or edge devices with limited computational resources. It is widely used in real-time segmentation tasks such as autonomous driving, medical image analysis, and augmented reality. |
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### Source model |
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- Input shape: 513x513 |
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- Number of parameters: 5.55M |
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- Model size: 22.16M |
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- Output shape: 1x21x513x513 |
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Source model repository: [DeepLab-V3-Plus (MobileNet)](https://github.com/jfzhang95/pytorch-deeplab-xception) |
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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: [MIT](https://github.com/jfzhang95/pytorch-deeplab-xception/blob/master/LICENSE) |
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- Deployable Model: [APLUX-MODEL-FARM-LICENSE](https://aiot.aidlux.com/api/v1/files/license/model_farm_license_en.pdf) |
