Models¶
Lightnet Models Module
This module contains networks that were recreated with this library.
Take a look at the code to learn how to use this library, or just use these models if that is all you need.
Networks¶
Classification¶
Alexnet implementation [8]. |
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Darknet reference implementation [16]. |
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Darknet19 implementation [15]. |
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Darknet53 implementation [17]. |
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Darknet19 implementation with depthwise separable convolutions. |
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Mobilenet v1 classification network implementation [7]. |
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Mobilenet v2 classification network implementation [18]. |
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ResNet18 implementation [5]. |
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ResNet34 implementation [5]. |
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ResNet50 implementation [5]. |
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ResNet101 implementation [5]. |
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ResNet152 implementation [5]. |
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VGG11 implementation [19]. |
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VGG13 implementation [19]. |
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VGG16 implementation [19]. |
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VGG19 implementation [19]. |
HBB Detection¶
Horizontal Bounding Box Detection networks
Cornernet implementation [9]. |
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Cornernet Squeeze implementation [10]. |
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Deconvolutional Yolo (DYolo) object detector [23]. |
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Yolo v2 implementation with a mobilenet v1 backend. |
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Yolo v2 implementation with depthwise separable convolutions [12]. |
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MobileYolo v2 implementation with an upsampling layer instead of a reorg layer [12]. |
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Multi-scale Yolo detection network with a ResNet50 backbone. |
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Tiny Yolo v2 implementation [15]. |
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Tiny Yolo v3 implementation [17]. |
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Yolo v2 implementation [15]. |
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Yolo v2 implementation with an upsampling layer instead of a reorg layer [12]. |
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Yolo v3 implementation [17]. |
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Yolo v2 network that is able to fuse multiple image sensor data at a certain parameterizable point in the network [14]. |
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Yolt object detector [20]. |
OBB Detection¶
Oriented Bounding Box Detection networks
Oriented Deconvolutional YoloV2 variant. |
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Oriented YoloV2 variant. |
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Oriented YoloV3 variant. |
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Oriented Yolt variant. |
Instance Segmentation¶
Instance Segmentation networks
Masked Deconvolutional YoloV2 variant. |
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Multi-scale Masked Yolo detection network with a ResNet50 backbone. |
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Masked YoloV2 variant. |
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Masked YoloV3 variant. |
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Masked Yolt variant. |
Data¶
Dataset for any brambox annotations. |
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Dataset that works with darknet files and performs the same data augmentations. |