Alexander Binder
Førsteamanuensis
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Digital signalbehandling og bildeanalyse
English version of this page
E-post
alexabin@ifi.uio.no
Rom
ask if you need to meet me physically
Brukernavn
Besøksadresse
Gaustadalléen 23B
Ole-Johan Dahls hus
0373 Oslo
Postadresse
Postboks 1080 Blindern
0316 Oslo
My research interests:
- explainable deep learning
- outlier detection
- semi-supervised learning, domain-shifts
- multimodal data
- agriculture
- applications beyond the usual problems in ML
- machine learning in general
My publications:
https://scholar.google.de/citations?user=5B8CTlEAAAAJ&hl=en
github for some code pieces (LRP mostly):
https://github.com/AlexBinder/
Publikasjoner
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Chong, Penny; Cheung, Ngai-Man; Elovici, Yuval & Binder, Alexander (2021). Towards Scalable and Unified Example-based Explanation and Outlier Detection. IEEE Transactions on Image Processing. ISSN 1057-7149. doi: 10.1109/TIP.2021.3127847. Fulltekst i vitenarkiv
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Yeom, Seul-Ki; Seegerer, Philipp; Lapuschkin, Sebastian; Binder, Alexander; Wiedemann, Simon & Müller, Klaus-Robert [Vis alle 7 forfattere av denne artikkelen] (2021). Pruning by explaining: A novel criterion for deep neural network pruning. Pattern Recognition. ISSN 0031-3203. 115. doi: 10.1016/j.patcog.2021.107899. Fulltekst i vitenarkiv
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Binder, Alexander; Bockmayr, Michael; Hägele, Miriam; Wienert, Stephan; Heim, Daniel & Hellweg, Katharina [Vis alle 12 forfattere av denne artikkelen] (2021). Morphological and molecular breast cancer profiling through explainable machine learning. Nature Machine Intelligence. 3, s. 355–366. doi: 10.1038/s42256-021-00303-4. Fulltekst i vitenarkiv
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Sun, Jiamei; Lapuschkin, Sebasian; Samek, Wojciech & Binder, Alexander (2021). Explain and improve: LRP-inference fine-tuning for image captioning models. Information Fusion. ISSN 1566-2535. 77, s. 233–246. doi: 10.1016/j.inffus.2021.07.008. Fulltekst i vitenarkiv
Publisert 1. feb. 2021 16:52
- Sist endret 15. juni 2021 19:59