Awesome

ROS (Rotation-based Open Set)

PyTorch official implementation of "On the Effectiveness of Image Rotation for Open Set Domain Adaptation" in European Conference on Computer Vision 2020, ECCV2020

Test Image 1

Experiments

In order to replicate the results shown in the paper (Tables 1,2) please follow these instructions:

Download Office-31 and Office-Home datasets:
- Office-31: https://drive.google.com/file/d/0B4IapRTv9pJ1WGZVd1VDMmhwdlE/view save the folder as "office" in ROS folder. At the end you should have: office/amazon, office/webcam, office/dslr
- Office-Home: https://drive.google.com/file/d/0B81rNlvomiwed0V1YUxQdC1uOTg/view save the folder as "office-home" in ROS folder. At the end you should have: office-home/OfficeHomeDataset_10072016/art, office-home/OfficeHomeDataset_10072016/clipart, office-home/OfficeHomeDataset_10072016/real_world, office-home/OfficeHomeDataset_10072016/product
Use the python version: Python 3.6.8

Install all the libreries requested with the command:

pip3 install -r requirements_ROS.txt

Please note that, for the sake of convenience, we also provide a Dockerfile to directly create a docker container with all the necessary requirements.
Go into the folder ROS and:

3a. In order to replicate the experiments of Office31 dataset with ResNet-50 (Table 1) run:
```
 train_resnet50_office31.sh replacing 
 "/.../" with "/path_in_which_you_save_ROS/"
```
3b. In order to replicate the experiments of Office-Home dataset with ResNet-50 (in Table 2) run:
```
 train_resnet50_officehome.sh replacing 
 "/.../" with "/path_in_which_you_save_ROS/"        
 
```
3c. In order to replicate the experiments of Office31 dataset with VggNet (in Table 1) run:
```
 train_vgg_office31.sh replacing 
 "/.../" with "/path_in_which_you_save_ROS/"
```

You can also replicate the results obtained for STA_max,STA_sum,OSBP and UAN (Tables 1,2) following the instructions of the GitHub repositories proposed by the authors:

Citation

To cite, please use the following reference:

@inproceedings{BucciLoghmaniTommasi2020,
  title={On the Effectiveness of Image Rotation for Open Set Domain Adaptation},
  author={Silvia Bucci, Mohammad Reza Loghmani, Tatiana Tommasi},
  booktitle={European Conference on Computer Vision (ECCV)},
  year={2020}
}