@inproceedings {28323,
	title = {Unsupervised Image Segmentation via Self-Supervised Learning Image Classification},
	journal = {MediaEval 2021},
	year = {2022},
	publisher = {CEUR Workshop Proceedings},
	edition = {Working Notes Proceedings of the MediaEval 2021 Workshop},
	abstract = {This paper presents the submission of team Medical-XAI for the Medico: Transparency in Medical Image Segmentation task held at MediaEval 2021. We propose an unsupervised method that utilizes tools from the field of explainable artificial intelligence to create segmentation masks. We extract heat maps, which are useful in order to explain how the {\textquoteleft}black box{\textquoteright} model predicts the category of a certain image, and the segmentation masks are directly derived from the heat maps. Our results show that the created masks can capture the relevant findings to a certain extent using only a small amount of image-level labeled data for the classification model and no segmentation masks at all for the training. This is promising for addressing different challenges within the intersection of artificial intelligence for medicine such as availability of data, cost of labeling and interpretable and explainable results.\&nbsp;},
	keywords = {clustering, Explainable artificial intelligence, Global Features, Grad-CAM, Image segmentation, Medical imaging, Polyp Detection, Self-supervised learning},
	url = {http://ceur-ws.org/Vol-3181/},
	author = {Stor{\r a}s, Andrea}
}
@article {25292,
	title = {Comparative Validation of Polyp Detection Methods in Video Colonoscopy: Results from the MICCAI 2015 Endoscopic Vision Challenge},
	journal = {IEEE Transactions on Medical Imaging},
	year = {2017},
	pages = {1-19},
	publisher = {IEEE},
	keywords = {Endoscopic vision, Handcrafted features, Machine learning, Polyp Detection, Validation Framework},
	issn = {0278-0062},
	doi = {10.1109/TMI.2017.2664042},
	author = {Bernal, Jorge and Tajbakhsh, Nima and Sanchez, Javier and Bogdan J {Matuszewski} and Chen, Hao and Yu, Lequan and Angermann, Quentin and Romain, Olivier and Rustad, Bjorn and Balasingham, Ilangko and Pogorelov, Konstantin and Choi, Sungbin and Debard, Quentin and Maier-Hein, Lena and Speidel, Stefanie and Stoyanov, Danail and Brandao, Patrick and C{\'o}rdova, Henry and S{\'a}nchez-Montes, Cristina and Suryakanth R. {Gurudu} and Fern{\'a}ndez-Esparrach, Gloria and Dray, Xavier and Liang, Jianming and Histace, Aymeric}
}
