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SiamDLT (Similarity Learning for Dense Label Transfer)

a pytorch implementation of the paper Similarity Learning for Dense Label Transfer

Example

boat

Usage


requirement:

Training(from deeplab pretrained model)

  1. download deeplab pretrained model which is support by pytorch-deeplab-resnet , put it in pretrained/deeplab.pth
  2. modify DAVIS_PATH
  3. run python main.py

Training(from checkpoint)

  1. pretrained model will be available soon....
  2. modify DAVIS_PATH
  3. modify ckpt_file
  4. run python main.py

Inference

  1. modify ckpt_file
  2. run python eval.py
  3. results will saved in result/ , you can modify here to see more results

Acknowledgment

The implementation of deeplab is heavily borrowed from pytorch-deeplab-resnet

Reference

Citing

If you find this code useful, please cite:

@article{DAVIS2018-Interactive-2nd,
          author = {M. Najafi, V. Kulharia, T. Ajanthan, P. H. S. Torr},
          title = {Similarity Learning for Dense Label Transfer},
          journal = {The 2018 DAVIS Challenge on Video Object Segmentation - CVPR Workshops},
          year = {2018}
        }

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Contributors

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