Commit 7ea31d12 authored by Micaela Verucchi's avatar Micaela Verucchi
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Update README



Signed-off-by: default avatarMicaela Verucchi <micaela.verucchi@unimore.it>
parent 7dbbbe4d
......@@ -139,3 +139,36 @@ Example:
cd build
./map_demo dla34_cnet.rt c ../demo/COCO_val2017/all_labels.txt ../demo/config.yaml
```
## Supported networks
| Test Name | Network | Dataset | N Classes | Input size | Weights |
| :---------------- | :-------------------------------------------- | :-----------------------------------------------------------: | :-------: | :-----------: | :------------------------------------------------------------------------ |
| yolo | YOLO v2<sup>1</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 608x608 | weights |
| yolo_224 | YOLO v2<sup>1</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 224x224 | weights |
| yolo_berkeley | YOLO v2<sup>1</sup> | [BDD100K ](https://bair.berkeley.edu/blog/2018/05/30/bdd/) | 10 | 416x736 | weights |
| yolo_relu | YOLO v2 (with ReLU, not Leaky)<sup>1</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 416x416 | weights |
| yolo_tiny | YOLO v2 tiny<sup>1</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 416x416 | weights |
| yolo_voc | YOLO v2<sup>1</sup> | [VOC ](http://host.robots.ox.ac.uk/pascal/VOC/) | 21 | 416x416 | weights |
| yolo3 | YOLO v3<sup>2</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 416x416 | [weights](https://cloud.hipert.unimore.it/s/jPXmHyptpLoNdNR/download) |
| yolo3_berkeley | YOLO v3<sup>2</sup> | [BDD100K ](https://bair.berkeley.edu/blog/2018/05/30/bdd/) | 10 | 320x544 | weights |
| yolo3_coco4 | YOLO v3<sup>2</sup> | [COCO 2014](http://cocodataset.org/) | 4 | 416x416 | weights |
| yolo3_flir | YOLO v3<sup>2</sup> | [FREE FLIR](https://www.flir.com/oem/adas/adas-dataset-form/) | 3 | 320x544 | weights |
| yolo3_tiny | YOLO v3 tiny<sup>2</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 416x416 | [weights](https://cloud.hipert.unimore.it/s/LMcSHtWaLeps8yN/download) |
| yolo3_tiny512 | YOLO v3 tiny<sup>2</sup> | [COCO 2017](http://cocodataset.org/) | 80 | 512x512 | [weights](https://cloud.hipert.unimore.it/s/pjooA5DMrrEbrmA/download) |
| dla34 | Deep Leayer Aggreagtion (DLA) 34<sup>3</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 224x224 | weights |
| dla34_cnet | Centernet (DLA34 backend)<sup>4</sup> | [COCO 2017](http://cocodataset.org/) | 80 | 512x512 | [weights](https://cloud.hipert.unimore.it/s/8AjXdgCeRzCa5AF/download) |
| mobilenetv2ssd | Mobilnet v2 SSD Lite<sup>5</sup> | [VOC ](http://host.robots.ox.ac.uk/pascal/VOC/) | 21 | 300x300 | [weights](https://cloud.hipert.unimore.it/s/x4ZfxBKN23zAJQp/download) |
| resnet101 | Resnet 101<sup>6</sup> | [COCO 2014](http://cocodataset.org/) | 80 | 224x224 | weights |
| resnet101_cnet | Centernet (Resnet101 backend)<sup>4</sup> | [COCO 2017](http://cocodataset.org/) | 80 | 512x512 | [weights](https://cloud.hipert.unimore.it/s/B6mj33k7beECXsY/download) |
## References
1. Redmon, Joseph, and Ali Farhadi. "YOLO9000: better, faster, stronger." Proceedings of the IEEE conference on computer vision and pattern recognition. 2017.
2. Redmon, Joseph, and Ali Farhadi. "Yolov3: An incremental improvement." arXiv preprint arXiv:1804.02767 (2018).
3. Yu, Fisher, et al. "Deep layer aggregation." Proceedings of the IEEE conference on computer vision and pattern recognition. 2018.
4. Zhou, Xingyi, Dequan Wang, and Philipp Krähenbühl. "Objects as points." arXiv preprint arXiv:1904.07850 (2019).
5. Sandler, Mark, et al. "Mobilenetv2: Inverted residuals and linear bottlenecks." Proceedings of the IEEE conference on computer vision and pattern recognition. 2018.
6. He, Kaiming, et al. "Deep residual learning for image recognition." Proceedings of the IEEE conference on computer vision and pattern recognition. 2016.
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