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Image recognition with prototypes is considered an interpretable alternative for black box deep learning models. Classification depends on the extent to which a test image "looks like" a prototype. However, perceptual similarity for humans can be dif
Externí odkaz:
http://arxiv.org/abs/2011.02863
Publikováno v:
Machine Learning & Knowledge Extraction; Sep2024, Vol. 6 Issue 3, p1997-2017, 21p
Autor:
Nauta, Meike, Jutte, Annemarie, Provoost, Jesper, Seifert, Christin, Kamp, Michael, Koprinska, Irena, Bibal, Adrien, Bouadi, Tassadit, Frénay, Benoît, Galárraga, Luis, Oramas, José, Adilova, Linara, Krishnamurthy, Yamuna, Kang, Bo, Largeron, Christine, Lijffijt, Jefrey, Viard, Tiphaine, Welke, Pascal, Ruocco, Massimiliano, Aune, Erlend, Gallicchio, Claudio, Schiele, Gregor, Pernkopf, Franz, Blott, Michaela, Fröning, Holger, Schindler, Günther, Guidotti, Riccardo, Monreale, Anna, Rinzivillo, Salvatore, Biecek, Przemyslaw, Ntoutsi, Eirini, Pechenizkiy, Mykola, Rosenhahn, Bodo, Buckley, Christopher, Cialfi, Daniela, Lanillos, Pablo, Ramstead, Maxwell, Verbelen, Tim, Ferreira, Pedro M., Andresini, Giuseppina, Malerba, Donato, Medeiros, Ibéria, Fournier-Viger, Philippe, Nawaz, M. Saqib, Ventura, Sebastian, Sun, Meng, Zhou, Min, Bitetta, Valerio, Bordino, Ilaria, Ferretti, Andrea, Gullo, Francesco, Ponti, Giovanni, Severini, Lorenzo, Ribeiro, Rita, Gama, João, Gavaldà, Ricard, Cooper, Lee, Ghazaleh, Naghmeh, Richiardi, Jonas, Roqueiro, Damian, Saldana Miranda, Diego, Sechidis, Konstantinos, Graça, Guilherme
Publikováno v:
Communications in Computer and Information Science ISBN: 9783030937355
Machine Learning and Principles and Practice of Knowledge Discovery in Databases-International Workshops of ECML PKDD 2021, Proceedings, 1524, 441-456
Machine Learning and Principles and Practice of Knowledge Discovery in Databases-International Workshops of ECML PKDD 2021, Proceedings, 1524, 441-456
Image recognition with prototypes is considered an interpretable alternative for black box deep learning models. Classification depends on the extent to which a test image “looks like” a prototype. However, perceptual similarity for humans can be
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::46b27bfb57f3b004e6214b12615d41ae