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added example checkpoint for kitti dataset
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nubertj committed May 24, 2021
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*.pth filter=lfs diff=lfs merge=lfs -text
8 changes: 6 additions & 2 deletions README.md
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Expand Up @@ -9,8 +9,10 @@ This is the corresponding code to the above paper ("Self-supervised Learning of
Applications") which is published at the International Conference on Robotics and Automation (ICRA) 2021. The code is
provided by the [Robotics Systems Lab](https://rsl.ethz.ch/) at ETH Zurich, Switzerland.

**Authors:** [Julian Nubert](https://juliannubert.com/) ([[email protected]](mailto:[email protected]?subject=[GitHub]))
, [Shehryar Khattak](https://www.linkedin.com/in/shehryar-khattak/), [Marco Hutter](https://rsl.ethz.ch/the-lab/people/person-detail.MTIxOTEx.TGlzdC8yNDQxLC0xNDI1MTk1NzM1.html)
**
Authors:** [Julian Nubert](https://juliannubert.com/) ([[email protected]](mailto:[email protected]?subject=[GitHub]))
, [Shehryar Khattak](https://www.linkedin.com/in/shehryar-khattak/)
, [Marco Hutter](https://rsl.ethz.ch/the-lab/people/person-detail.MTIxOTEx.TGlzdC8yNDQxLC0xNDI1MTk1NzM1.html)

![title_img](images/title_img.png)

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The checkpoint can be found in MLFlow after training. It runs testing for the dataset specified
in [./config/deployment_options.yaml](./config/deployment_options.yaml).

We provide an exemplary trained model in [./checkpoints/kitti_example.pth](./checkpoints/kitti_example.pth).

### ROS-Node

This ROS-node takes the pretrained model at location ```<model_location>``` and performs inference; i.e. it predicts and
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# Example network trained on the KITTI dataset

We provide an example network in ```kitti_example.pth```. Note that the checkpoint also includes the configuration of
the trained model. When loading the model, the corresponding configuration is set automatically.

The plots generated by the testing code for this model can be seen in the following:

| Sequence 00 | Sequence 02 |
| :---: | :---: |
| ![Dataset 00](kitti_00_2d.png) | ![Dataset 02](kitti_02_2d.png) |
| Sequence 05 | Sequence 07 |
| ![Dataset 05](kitti_05_2d.png) | ![Dataset 08](kitti_07_2d.png) |
| Sequence 08 | Sequence 10 |
| ![Dataset 08](kitti_08_2d.png) | ![Dataset 10](kitti_10_2d.png) |
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