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| library_name: pytorch |
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| ResNet is a family of deep convolutional neural networks that introduced residual (skip) connections to enable stable training of very deep architectures with strong representational capacity. |
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| Original paper: [Deep Residual Learning for Image Recognition, He et al., 2015](https://arxiv.org/abs/1512.03385) |
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| # ResNet-50 |
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| ResNet-50 is a commonly used 50-layer variant that offers a strong balance between accuracy and computational cost and is widely adopted as a baseline and as a backbone feature extractor for tasks such as object detection, segmentation, and re-identification. |
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| Model Configuration: |
| - Reference implementation: [ResNet50_v1.5](https://pytorch.org/vision/stable/models/generated/torchvision.models.resnet50.html) |
| - Original Weight: [ResNet50_Weights.IMAGENET1K_V2](https://download.pytorch.org/models/resnet50-11ad3fa6.pth) |
| - Resolution: 3x224x224 |
| - Support Cooper version: |
| - Cooper SDK: [2.5.3] |
| - Cooper Foundry: [2.2] |
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| | Model | Device | compression | Model Link | |
| | :-----: | :-----: | :-----: | ------- | |
| | Resnet50 | N1-655 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/n1-655_resnet_v1.5_50_amba_optimized.bin) | |
| | Resnet50 | N1-655 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/n1-655_resnet_v1.5_50_act16.bin) | |
| | Resnet50 | CV7 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv7_resnet_v1.5_50_amba_optimized.bin) | |
| | Resnet50 | CV7 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv7_resnet_v1.5_50_act16.bin) | |
| | Resnet50 | CV72 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv72_resnet_v1.5_50_amba_optimized.bin) | |
| | Resnet50 | CV72 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv72_resnet_v1.5_50_act16.bin) | |
| | Resnet50 | CV75 | Amba_optimized | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv75_resnet_v1.5_50_amba_optimized.bin) | |
| | Resnet50 | CV75 | Activation_fp16 | [Model_Link](https://huggingface.co/Ambarella/ResNet/blob/main/cv75_resnet_v1.5_50_act16.bin) | |
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