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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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pipeline_tag: image-classification
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tags:
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- AIoT
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- QNN
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---
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.png&w=640&q=75)
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## Swin-Base: Image Classification
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Swin-Base is the base version of the Swin Transformer family, a hierarchical Vision Transformer that excels at image representation tasks. It introduces a shifted window attention mechanism, enabling efficient computation while capturing both local and global image context. Swin-Base is widely used in tasks such as image classification, object detection, and semantic segmentation. As a mid-sized model, it strikes a strong balance between accuracy and inference efficiency, offering better generalization compared to conventional CNN-based architectures, and is well-suited for various computer vision applications.
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### Source model
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- Input shape: 1x3x224x224
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- Number of parameters: 83.70M
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- Model size: 340.3M
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- Output shape: 1x1000
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The source model can be found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/swin_transformer.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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