add files

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.pt* filter=lfs diff=lfs merge=lfs -text
+checkpoint.pt filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -0,0 +1,177 @@
+# Created by https://www.toptal.com/developers/gitignore/api/python
+# Edit at https://www.toptal.com/developers/gitignore?templates=python
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+# End of https://www.toptal.com/developers/gitignore/api/python
+n

README.md

@@ -1,3 +1,45 @@
----
-license: mit
----
+# Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning
+
+
+<p align="center">
+  <a href="https://arxiv.org/abs/2309.01246"><b>Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning</b></a>
+</p>
+
+<p align="center">
+  <a href="https://www.yhzhai.com">Yuanhao Zhai</a>, 
+  <a href="https://tyluann.github.io">Tianyu Luan</a>, 
+  <a href="https://cse.buffalo.edu/~doermann/">David Doermann</a>, 
+  <a href="https://cse.buffalo.edu/~jsyuan/">Junsong Yuan</a>
+</p>
+
+<p align="center">
+  University at Buffalo
+</p>
+
+<p align="center">
+  ICCV 2023
+</p>
+
+![tp](./assets/tp.jpg)
+
+Please checkout our [GitHub repo](https://github.com/yhZhai/WSCL) for the whole project!
+
+
+
+## Citation
+If you feel this project is helpful, please consider citing our paper
+```bibtex
+@inproceedings{zhai2023towards,
+  title={Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning},
+  author={Zhai, Yuanhao and Luan, Tianyu and Doermann, David and Yuan, Junsong},
+  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
+  pages={22390--22400},
+  year={2023}
+}
+```
+
+
+## Acknowledgement
+We would like to thank the following repos for their great work:
+- [awesome-semantic-segmentation-pytorch](https://github.com/Tramac/awesome-semantic-segmentation-pytorch)
+- [DETR](https://github.com/facebookresearch/detr)

checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e6df6b1c00e41b9241f02897d03bca745bd0a1ff84c84a41a5f2b5a053b6812
+size 464707155

configs/final.yaml

@@ -0,0 +1,40 @@
+modality:
+  - rgb
+  - srm
+  - bayar
+train_datalist:
+  casia: data/casia_datalist.json
+val_datalist:
+  casia: data/casia_datalist.json
+  columbia: data/columbia_datalist.json
+  coverage: data/coverage_datalist.json
+no_gaussian_blur: True
+no_color_jitter: True
+
+# model
+loss_on_mid_map: True
+otsu_sel: True
+otsu_portion: 1
+
+# losses
+map_label_weight: 1.
+map_mask_weight: 0.
+volume_mask_weight: 0.
+volume_label_weight: 0.
+consistency_weight: 0.1
+consistency_source: ensemble
+mvc_weight: 0.1
+mvc_single_weight:
+  - 1
+  - 2
+  - 2
+mvc_time_dependent: True
+
+# arch
+fcn_up: 16
+
+# misc
+batch_size: 36
+
+# eval
+tile_size: 1024