@InProceedings{Pewton_2022_CVPR, 
 author = {Pewton, Samuel William and Yap, Moi Hoon},
 title = {Dark Corner on Skin Lesion Image Dataset: Does It Matter?},
 booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
 month = {June},
 year = {2022},
 pages = {4831-4839}
}

@article{cassidy2021isic,
 title   = {Analysis of the ISIC Image Datasets: Usage, Benchmarks and Recommendations},
 author  = {Bill Cassidy and Connah Kendrick and Andrzej Brodzicki and Joanna Jaworek-Korjakowska and Moi Hoon Yap},
 journal = {Medical Image Analysis},
 year    = {2021},
 issn    = {1361-8415},
 doi     = {https://doi.org/10.1016/j.media.2021.102305},
 url     = {https://www.sciencedirect.com/science/article/pii/S1361841521003509}
} 

Dark_Corner_Artifact_Removal
├─ Data
|   └─ Annotations
|   └─ DCA_Masks
|   |      └─ train
|   |	   |    └─ mel
|   |	   |	└─ oth
|   |	   └─ val
|   |	   	└─ mel
|   |		└─ oth
|   └─ Dermofit**
|   └─ Metrics_Dermofit
|   |		└─ generated_metrics
|   |		└─ input**
|   |		|    └─ gt**
|   |		|    └─ large**
|   |		|    └─ medium**
|   |		|    └─ oth**
|   |		|    └─ small**
|   |		└─ output**
|   |		     └─ large**
|   |		     └─ medium**
|   |		     └─ oth**
|   |		     └─ small**
|   └─ train_balanced_224x224
|   |      └─ train
|   |	        └─ mel
|   |		└─ oth
|   |	   └─ val
|   |	   	└─ mel
|   |		└─ oth
|   └─ train_balanced_224x224_inpainted_ns
|   |      └─ train
|   |	   |    └─ mel
|   |	   |	└─ oth
|   |	   └─ val
|   |	   	└─ mel
|   |		└─ oth
|   └─ train_balanced_224x224_inpainted_telea
|          └─ train
|	   |    └─ mel
|	   |	└─ oth
|	   └─ val
|	   	└─ mel
|		└─ oth
├─ Models
|    └─ Baseline
|    |	  └─ .. all model experiments ..
|    └─ Inpaint_NS
|    |    └─ .. all model experiments ..
|    └─ Inpaint_Telea
|         └─ .. all model experiments ..
├─ Modules
└─ Notebooks
     └─ 0 - Preliminary Experiments
     └─ 1 - Dataset
     └─ 2 - Dynamic Masking
     └─ 3 - Image Modifications
     └─ 4 - Results

@article{cassidy2021isic,
 title   = {Analysis of the ISIC Image Datasets: Usage, Benchmarks and Recommendations},
 author  = {Bill Cassidy and Connah Kendrick and Andrzej Brodzicki and Joanna Jaworek-Korjakowska and Moi Hoon Yap},
 journal = {Medical Image Analysis},
 year    = {2021},
 issn    = {1361-8415},
 doi     = {https://doi.org/10.1016/j.media.2021.102305},
 url     = {https://www.sciencedirect.com/science/article/pii/S1361841521003509}
} 

@misc{rosebrock_2020, 
 title   = {Grad-cam: Visualize class activation maps with Keras, tensorflow, and Deep Learning}, 
 url     = {https://pyimagesearch.com/2020/03/09/grad-cam-visualize-class-activation-maps-with-keras-tensorflow-and-deep-learning/}, 
 journal = {PyImageSearch}, 
 author  = {Rosebrock, Adrian}, 
 year    = {2020}, 
 month   = {3},
 note    = {[Accessed: 10-03-2022]}
} 

@article{scikit-image,
 title   = {scikit-image: image processing in {P}ython},
 author  = {van der Walt, {S}t\'efan and {S}ch\"onberger, {J}ohannes {L}. and
           {Nunez-Iglesias}, {J}uan and {B}oulogne, {F}ran\c{c}ois and {W}arner,
           {J}oshua {D}. and {Y}ager, {N}eil and {G}ouillart, {E}mmanuelle and
           {Y}u, {T}ony and the scikit-image contributors},
 year    = {2014},
 month   = {6},
 keywords = {Image processing, Reproducible research, Education,
             Visualization, Open source, Python, Scientific programming},
 volume  = {2},
 pages   = {e453},
 journal = {PeerJ},
 issn    = {2167-8359},
 url     = {https://doi.org/10.7717/peerj.453},
 doi     = {10.7717/peerj.453}
}

@article{scikit-learn,
 title   = {Scikit-learn: Machine Learning in {P}ython},
 author  = {Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
         and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
         and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
         Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
 journal = {Journal of Machine Learning Research},
 volume  = {12},
 pages   = {2825--2830},
 year    = {2011}
}

@inproceedings{lim2017enhanced,
  title  = {Enhanced deep residual networks for single image super-resolution},
  author = {Lim, Bee and Son, Sanghyun and Kim, Heewon and Nah, Seungjun and Mu Lee, Kyoung},
  booktitle= {Proceedings of the IEEE conference on computer vision and pattern recognition workshops},
  pages  = {136--144},
  year   = {2017}
}