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159 changes: 159 additions & 0 deletions README.md
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Expand Up @@ -15,6 +15,165 @@ ______________________________________________________________________
```console
$ pip install deepvision-toolkit
```
<table align="center">
<tbody>
<tr align="center" valign="bottom">
<td>
<b>Volumetric Modelling</b>
</td>
<td>
<b>Segmentation</b>
</td>
<td>
<b>Image Classification</b>
</td>
<td>
<b>Explainability Tools</b>
</td>
</tr>
<tr valign="top">
<td>
<ul>
<img src="https://github.com/DavidLandup0/deepvision/assets/60978046/1ecc1434-5a2e-4a68-a8bd-61f0244c7f98" width="350px">
</td>
<td>
<img src="https://github.com/DavidLandup0/deepvision/assets/60978046/05ff9412-4061-4e01-bcbe-75833462899e" width="350px">
</td>
<td>
<ul>
<img src="https://github.com/DavidLandup0/deepvision/assets/60978046/348cde3f-330c-4879-8dec-ca02827dbd19" width="350px">
</ul>
</td>
<td>
<ul>
<img src="https://github.com/DavidLandup0/deepvision/assets/60978046/d88ca247-222a-480c-875b-b267a904e392" width="350px">
</ul>
</td>
</tr>
</td>
</tr>
</tbody>
</table>

<table align="center">
<tbody>
<tr align="center" valign="bottom">
<td>
<b>Models</b>
</td>
<td colspan="2">
<b>Components</b>
</td>
<td>
<b>Special Cases</b>
</td>
</tr>
<tr valign="top">
<td>
<ul>
<details>
<summary>
<b>Semantic Segmentation</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/segmentation/segformer">SegFormer</a>
</li>
</ul>
</details>
<details>
<summary>
<b>Volumetric Modelling</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/volumetric/nerf">Neural Radiance Fields (NeRF)</a>
</li>
</ul>
</details>
<details>
<summary>
<b>Image Classification</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/efficientnet">EfficientNetV2</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/vision_transformer">Vision Transformer (ViT)</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/resnet">ResNetV2</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/mix_transformer">Mix-Transformer</a>
</li>
</ul>
</details>
</td>
<td>
<details>
<summary>
<b>Backbones</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/efficientnet">EfficientNetV2</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/vision_transformer">Vision Transformer (ViT)</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/resnet">ResNetV2</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/classification/mix_transformer">Mix-Transformer</a>
</li>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/object_detection/vision_transformer_detector">ViTDet</a>
</li>
</ul>
</details>
<details>
<summary>
<b>Losses</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/losses/dice">Dice Loss</a>
</li>
</ul>
</details>
</td>
<td>
<details>
<summary>
<b>Datasets</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/datasets/tiny_nerf">NeRF_Tiny</a>
</li>
</ul>
</details>
</td>
<td>
<details>
<summary>
<b>Segment Anything</b>
</summary>
<ul>
<li>
<a href="https://github.com/DavidLandup0/deepvision/tree/main/deepvision/models/segmentation/sam">SegmentAnything</a>
</li>
</ul>
</details>
</td>
</tr>
</td>
</tr>
</tbody>
</table>

</div>

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