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added example checkpoint for kitti dataset
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*.pth filter=lfs diff=lfs merge=lfs -text |
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@@ -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. | ||
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**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) | ||
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![title_img](images/title_img.png) | ||
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@@ -153,6 +155,8 @@ run_testing.py --checkpoint <path_to_checkpoint> | |
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). | ||
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We provide an exemplary trained model in [./checkpoints/kitti_example.pth](./checkpoints/kitti_example.pth). | ||
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### ROS-Node | ||
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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 | ||
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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. | ||
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The plots generated by the testing code for this model can be seen in the following: | ||
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| 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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