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Initial upload MobileNetV2 model

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  1. .gitignore +5 -0
  2. README.md +27 -0
  3. resource/MobileNet.png +3 -0
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+ ---
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+ library_name: pytorch
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+ ---
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+ ![mobilenet_logo](resource/MobileNet.png)
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+ MobileNetV2 introduces an efficient convolutional architecture based on inverted residual blocks and linear bottlenecks, enabling high accuracy at very low computational cost for mobile and embedded vision applications.
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+ Original paper: [MobileNetV2: Inverted Residuals and Linear Bottlenecks](https://arxiv.org/abs/1801.04381)
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+ # MobileNetV2
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+ This model uses the MobileNetV2 architecture with width multiplier = 1.0, providing a balanced trade-off between accuracy and efficiency. It is optimized for low-latency, low-power inference and is commonly used for on-device image classification as well as a backbone for mobile-friendly detection and segmentation models.
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+ Model Configuration:
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+ - Reference implementation: [MobileNetV2](https://pytorch.org/vision/stable/models/generated/torchvision.models.mobilenet_v2.html)
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+ - Original Weight: [MobileNet_V2_Weights.IMAGENET1K_V2](https://download.pytorch.org/models/mobilenet_v2-7ebf99e0.pth)
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+ - Resolution: 3x224x224
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+ - Support Cooper version:
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+ - Cooper SDK: [2.5.2]
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+ - Cooper Foundry: [2.2]
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+ | Model | Device | Model Link |
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+ | :-----: | :-----: | :-----: |
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+ | MobileNetV2 | N1-655 | [Model_Link](https://huggingface.co/Ambarella/MobileNetV2/blob/main/n1-655_mobilenet_v2.bin) |
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+ | MobileNetV2 | CV72 | [Model_Link](https://huggingface.co/Ambarella/MobileNetV2/blob/main/cv72_mobilenet_v2.bin) |
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+ | MobileNetV2 | CV75 | [Model_Link](https://huggingface.co/Ambarella/MobileNetV2/blob/main/cv75_mobilenet_v2.bin) |
resource/MobileNet.png ADDED

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