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Add docs for bounding boxes and YOLO. #37

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Add docs for bounding boxes and YOLO. #37

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YOLO Docs
kartikdutt18 Sep 25, 2020
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Add docs
kartikdutt18 Sep 30, 2020
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12 changes: 11 additions & 1 deletion README.md
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Expand Up @@ -54,6 +54,7 @@ main mlpack repository.)_
spirit) >= 1.58
CMake >= 3.3.2
ensmallen >= 2.10.0
opencv >= 2.x

To install mlpack refer to the [installation
guide](https://www.mlpack.org/docs.html) that's available in the mlpack
Expand Down Expand Up @@ -173,7 +174,7 @@ For all datasets that we support we provide, We preprocess them internally. We a
provide access to preprocessor functions for standard datasets incase one needs to
apply them to their datasets.

They can simply be called as follows by calling static functions of ProProcess class i.e.
They can simply be called as follows by calling static functions of PreProcess class i.e.
PreProcess::SupportedDatasetName

```cpp
Expand All @@ -199,10 +200,19 @@ Currently model-zoo project has the following models implemented:
| --- | --- | --- | --- |
| Darknet&nbsp;19 | DarkNet<NegativeLogLikelihood<>, HeInitialization, 19>&nbsp;darknet19({imageDepth, imageWidth, imageHeight}, numClasses)| ImageNet |[YOLO9000](https://pjreddie.com/media/files/papers/YOLO9000.pdf)|
| Darknet&nbsp;53 | DarkNet<NegativeLogLikelihood<>, HeInitialization, 53>&nbsp;darknet19({imageDepth, imageWidth, imageHeight}, numClasses)| ImageNet |[YOLOv3](https://pjreddie.com/media/files/papers/YOLOv3.pdf)|
| YOLOv1 | YOLO<>&nbsp;yolov1({imageDepth, imageWidth, imageHeight}, numClasses)| VOC |[YOLO](https://arxiv.org/pdf/1506.02640.pdf)|

All models can be included as shown below :
```cpp
#include <models/Model-ClassName/Model_ClassName.hpp>
```

### 7. Visualization Tools

We use open cv to visulize plots such as bounding boxes. The visualization functions are static functions that are a part of `VisualizationTools` class.

`VisualizationTools::FunctionName(paramters);`

For more details, take a look at our wiki page.

For more information about usage, take a look at our wiki page.