Skip to content

Official repository for GMT: Guided Mask Transformer for Leaf Instance Segmentation (https://arxiv.org/abs/2406.17109), accepted at IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025

License

Notifications You must be signed in to change notification settings

vios-s/gmt-leaf-ins-seg

Repository files navigation

gmt-leaf-ins-seg

Official repository for GMT: Guided Mask Transformer for Leaf Instance Segmentation (https://arxiv.org/abs/2406.17109), accepted at IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025 as an oral presentation.

About the repo

  • Install libs using environment.yml
  • GMT model architectures are stored at ./mask2former (e.g., guide_xxx.py)
  • Method of training guide functions: ./harmonic/get_embeddings.py
    • Trained guide functions for different datasets: ./harmonic/guide_functions
  • Configuration files for different datasets: ./configs
  • GMT Training code: ./guide_train_net.py
  • Results in the paper: ./submission/results_in_paper

Acknowledgements

We thank the authors of the following repositories for opening source their code:

Mask2Former: https://github.com/facebookresearch/Mask2Former

Harmonic Embeddings: https://github.com/kulikovv/harmonic

DFPQ: https://github.com/ziplab/FASeg

About

Official repository for GMT: Guided Mask Transformer for Leaf Instance Segmentation (https://arxiv.org/abs/2406.17109), accepted at IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2025

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published