Personal information

XAI, Outlier Detection, Computer Vision, Deep Learning
Singapore, Norway, Germany

Activities

Employment (4)

OvGU: Magdeburg, DE

2024-04-01 to present | Professor (ISG)
Employment
Source: Self-asserted source
Alexander Binder

Singapore Institute of Technology: Singapore, Singapore, SG

2021-12-01 to 2024-03-27 | Associate Professor (ICT Cluster)
Employment
Source: Self-asserted source
Alexander Binder

University of Oslo: Oslo, Oslo, NO

2021-01-04 to 2023-06-30 | Associate Professor (Informatics)
Employment
Source: Self-asserted source
Alexander Binder

Singapore University of Technology and Design: Singapore, SG

2015-08-03 to 2020-12-23 | Assistant Professor (ISTD Pillar)
Employment
Source: Self-asserted source
Alexander Binder

Education and qualifications (1)

Technische Universität Berlin: Berlin, Berlin, DE

2013-03 | Dr. rer. nat. (Ph.D.) (Machine Learning Group )
Education
Source: Self-asserted source
Alexander Binder

Works (50 of 115)

Items per page:
Page 1 of 3

Beyond explaining: Opportunities and challenges of XAI-based model improvement

Information Fusion
2023 | Journal article
EID:

2-s2.0-85144080536

Part of ISSN: 15662535
Contributors: Weber, L.; Lapuschkin, S.; Binder, A.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement

arXiv
2022 | Other
EID:

2-s2.0-85126953127

Part of ISSN: 23318422
Contributors: Weber, L.; Lapuschkin, S.; Binder, A.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Discovering Transferable Forensic Features for CNN-generated Images Detection

arXiv
2022 | Other
EID:

2-s2.0-85136921610

Part of ISSN: 23318422
Contributors: Chandrasegaran, K.; Tran, N.-T.; Binder, A.; Cheung, N.-M.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Discovering Transferable Forensic Features for CNN-generated Images Detection

Computer Vision--ECCV 2022: 17th European Conference, Tel Aviv, Israel, October 23--27, 2022, Proceedings, Part XV
2022 | Conference paper
Contributors: Ch; rasegaran, Keshigeyan; Tran, Ngoc-Trung; Binder, Alex; er; Cheung, Ngai-Man
Source: Self-asserted source
Alexander Binder

Discovering Transferable Forensic Features for CNN-Generated Images Detection

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022 | Book
EID:

2-s2.0-85142709713

Part of ISSN: 16113349 03029743
Contributors: Chandrasegaran, K.; Tran, N.-T.; Binder, A.; Cheung, N.-M.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

OPTIMIZING EXPLANATIONS BY NETWORK CANONIZATION AND HYPERPARAMETER SEARCH

arXiv
2022 | Other
EID:

2-s2.0-85144285049

Part of ISSN: 23318422
Contributors: Pahde, F.; Yolcu, G.Ü.; Binder, A.; Samek, W.; Lapuschkin, S.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations

arXiv
2022 | Other
EID:

2-s2.0-85143384036

Part of ISSN: 23318422
Contributors: Binder, A.; Weber, L.; Lapuschkin, S.; Montavon, G.; Müller, K.-R.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy

PLoS ONE
2022 | Journal article
EID:

2-s2.0-85140157000

Part of ISSN: 19326203
Contributors: Srinivasan, V.; Strodthoff, N.; Ma, J.; Binder, A.; Müller, K.-R.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy

Plos one
2022 | Journal article
Contributors: Srinivasan, Vignesh; Strodthoff, Nils; Ma, Jackie; Binder, Alex; er; Müller, Klaus-Robert; Samek, Wojciech
Source: Self-asserted source
Alexander Binder

Toward Scalable and Unified Example-Based Explanation and Outlier Detection

IEEE Transactions on Image Processing
2022 | Journal article
Contributors: Penny Chong; Ngai-Man Cheung; Yuval Elovici; Alexander Binder
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Explain and improve: LRP-inference fine-tuning for image captioning models

Information Fusion
2022-01 | Journal article
Contributors: Jiamei Sun; Sebastian Lapuschkin; Wojciech Samek; Alexander Binder
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Analysing the Adversarial Landscape of Binary Stochastic Networks

Lecture Notes in Electrical Engineering
2021 | Book
EID:

2-s2.0-85104764481

Part of ISSN: 18761119 18761100
Contributors: Tan, Y.X.M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Detection of Adversarial Supports in Few-Shot Classifiers Using Self-Similarity and Filtering

CEUR Workshop Proceedings
2021 | Conference paper
EID:

2-s2.0-85127172317

Part of ISSN: 16130073
Contributors: Tan, Y.X.M.; Chong, P.; Sun, J.; Cheung, N.-M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

On the robustness of pretraining and self-supervision for a deep learning-based analysis of diabetic retinopathy

arXiv
2021 | Other
EID:

2-s2.0-85109550232

Part of ISSN: 23318422
Contributors: Srinivasan, V.; Strodthoff, N.; Ma, J.; Binder, A.; Müller, K.-R.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Pruning by explaining: A novel criterion for deep neural network pruning

Pattern Recognition
2021 | Journal article
EID:

2-s2.0-85101752375

Part of ISSN: 00313203
Contributors: Yeom, S.-K.; Seegerer, P.; Lapuschkin, S.; Binder, A.; Wiedemann, S.; Müller, K.-R.; Samek, W.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Towards A Conceptually Simple Defensive Approach for Few-shot classifiers against Adversarial Support Samples

arXiv
2021 | Other
EID:

2-s2.0-85118675550

Part of ISSN: 23318422
Contributors: Tan, Y.X.M.; Chong, P.; Sun, J.; Cheung, N.-M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Morphological and molecular breast cancer profiling through explainable machine learning

Nature Machine Intelligence
2021-03-08 | Journal article
Contributors: Alexander Binder; Michael Bockmayr; Miriam Hägele; Stephan Wienert; Daniel Heim; Katharina Hellweg; Masaru Ishii; Albrecht Stenzinger; Andreas Hocke; Carsten Denkert et al.
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Adaptive noise injection for training stochastic student networks from deterministic teachers

Proceedings - International Conference on Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85110547755

Part of ISSN: 10514651
Contributors: Tan, Y.X.M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Deep Semi-Supervised Anomaly Detection

International Conference on Learning Representations
2020 | Conference paper
URI:

https://openreview.net/forum?id=HkgH0TEYwH

Source: Self-asserted source
Alexander Binder

DEEP SEMI-SUPERVISED ANOMALY DETECTION

8th International Conference on Learning Representations, ICLR 2020
2020 | Conference paper
EID:

2-s2.0-85150619743

Contributors: Ruff, L.; Vandermeulen, R.A.; Görnitz, N.; Binder, A.; Müller, E.; Müller, K.-R.; Kloft, M.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Detection of adversarial supports in few-shot classifiers using self-similarity and filtering

arXiv
2020 | Other
EID:

2-s2.0-85110907249

Part of ISSN: 23318422
Contributors: Tan, Y.X.M.; Chong, P.; Sun, J.; Cheung, N.-M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Explain and improve: LRP-inference fine-tuning for image captioning models

arXiv
2020 | Other
EID:

2-s2.0-85114903542

Part of ISSN: 23318422
Contributors: Sun, J.; Lapuschkin, S.; Samek, W.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Explanation-guided training for cross-domain few-shot classification

Proceedings - International Conference on Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85110534894

Part of ISSN: 10514651
Contributors: Sun, J.; Lapuschkin, S.; Samek, W.; Zhao, Y.; Cheung, N.-M.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Explanation-guided training for Cross-domain few-shot classification

arXiv
2020 | Other
EID:

2-s2.0-85095291337

Part of ISSN: 23318422
Contributors: Sun, J.; Lapuschkin, S.; Samek, W.; Zhao, Y.; Cheung, N.-M.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Interpretable Deep Neural Network to Predict Estrogen Receptor Status from Haematoxylin-Eosin Images

Artificial Intelligence and Machine Learning for Digital Pathology
2020 | Book chapter
Part of ISBN: 9783030504014
Part of ISBN: 9783030504021
Part of ISSN: 0302-9743
Part of ISSN: 1611-3349
Source: Self-asserted source
Alexander Binder
grade
Preferred source (of 2)‎

SideInfNet: A deep neural network for semi-automatic semantic segmentation with side information

arXiv
2020 | Other
EID:

2-s2.0-85093273431

Part of ISSN: 23318422
Contributors: Koh, J.Y.; Nguyen, D.T.; Truong, Q.-T.; Yeung, S.-K.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

SideInfNet: A Deep Neural Network for Semi-Automatic Semantic Segmentation with Side Information

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2020 | Book
EID:

2-s2.0-85097644025

Part of ISSN: 16113349 03029743
Contributors: Koh, J.Y.; Nguyen, D.T.; Truong, Q.-T.; Yeung, S.-K.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Simple and effective prevention of mode collapse in deep one-class classification

arXiv
2020 | Other
EID:

2-s2.0-85094767352

Part of ISSN: 23318422
Contributors: Chong, P.; Ruff, L.; Kloft, M.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification

Proceedings of the International Joint Conference on Neural Networks
2020 | Conference paper
EID:

2-s2.0-85093820420

Contributors: Chong, P.; Ruff, L.; Kloft, M.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

SmartOTPs: An Air-Gapped 2-Factor Authentication for Smart-Contract Wallets

AFT 2020 - Proceedings of the 2nd ACM Conference on Advances in Financial Technologies
2020 | Conference paper
EID:

2-s2.0-85097043057

Contributors: Homoliak, I.; Breitenbacher, D.; Hujnak, O.; Hartel, P.; Binder, A.; Szalachowski, P.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Split and Expand: An inference-time improvement for Weakly Supervised Cell Instance Segmentation

arXiv
2020 | Other
EID:

2-s2.0-85128318971

Part of ISSN: 23318422
Contributors: Foo, L.G.; Ho, R.E.; Sun, J.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Toward Scalable and Unified Example-based Explanation and Outlier Detection

arXiv
2020 | Other
EID:

2-s2.0-85131848481

Part of ISSN: 23318422
Contributors: Chong, P.; Cheung, N.-M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Towards Best Practice in Explaining Neural Network Decisions with LRP

Proceedings of the International Joint Conference on Neural Networks
2020 | Conference paper
EID:

2-s2.0-85093866094

Contributors: Kohlbrenner, M.; Bauer, A.; Nakajima, S.; Binder, A.; Samek, W.; Lapuschkin, S.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Understanding integrated gradients with smoothtaylor for deep neural network attribution

Proceedings - International Conference on Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85110452361

Part of ISSN: 10514651
Contributors: Goh, G.S.W.; Lapuschkin, S.; Weber, L.; Samek, W.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Understanding integrated gradients with SmoothTaylor for deep neural network attribution

arXiv
2020 | Other
EID:

2-s2.0-85095022564

Part of ISSN: 23318422
Contributors: Goh, G.S.W.; Lapuschkin, S.; Weber, L.; Samek, W.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

User Authentication Based on Mouse Dynamics Using Deep Neural Networks: A Comprehensive Study

IEEE Transactions on Information Forensics and Security
2020 | Journal article
EID:

2-s2.0-85069934432

Contributors: Chong, P.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Explanation-Guided Training for Cross-Domain Few-Shot Classification

2020-07-17 | Preprint
Source: Self-asserted source
Alexander Binder

Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution

2020-04-22 | Preprint
Source: Self-asserted source
Alexander Binder

Resolving challenges in deep learning-based analyses of histopathological images using explanation methods

Scientific Reports
2020-04-14 | Journal article
Contributors: Miriam Hägele; Philipp Seegerer; Sebastian Lapuschkin; Michael Bockmayr; Wojciech Samek; Frederick Klauschen; Klaus-Robert Müller; Alexander Binder
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

SideInfNet: A Deep Neural Network for Semi-Automatic Semantic Segmentation with Side Information

2020-02-07 | Preprint
Source: Self-asserted source
Alexander Binder

Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification

2020-01-24 | Preprint
Source: Self-asserted source
Alexander Binder

Understanding Image Captioning Models beyond Visualizing Attention

2020-01-04 | Preprint
Source: Self-asserted source
Alexander Binder

Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

arXiv
2019 | Other
EID:

2-s2.0-85094256215

Part of ISSN: 23318422
Contributors: Tan, Y.X.M.; Iacovazzi, A.; Homoliak, I.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

Proceedings of the International Joint Conference on Neural Networks
2019 | Conference paper
EID:

2-s2.0-85073260417

Contributors: Marcus Tan, Y.X.; Iacovazzi, A.; Homoliak, I.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

BatchNorm Decomposition for Deep Neural Network Interpretation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
EID:

2-s2.0-85067570516

Contributors: Hui, L.Y.W.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Deep semi-supervised anomaly detection

arXiv
2019 | Other
EID:

2-s2.0-85094252236

Part of ISSN: 23318422
Contributors: Ruff, L.; Vandermeulen, R.A.; Görnitz, N.; Binder, A.; Müller, E.; Müller, K.-R.; Kloft, M.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Exploring the back alleys: Analysing the robustness of alternative neural network architectures against adversarial attacks

arXiv
2019 | Other
EID:

2-s2.0-85094051190

Part of ISSN: 23318422
Contributors: Tan, Y.X.M.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Generalized PatternAttribution for Neural Networks with Sigmoid Activations

Proceedings of the International Joint Conference on Neural Networks
2019 | Conference paper
EID:

2-s2.0-85073195803

Contributors: Sun, J.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Layer-Wise Relevance Propagation: An Overview

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
EID:

2-s2.0-85072836334

Contributors: Montavon, G.; Binder, A.; Lapuschkin, S.; Samek, W.; Müller, K.-R.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier

Memory snapshot dataset of a compromised host with malware using obfuscation evasion techniques

Data in Brief
2019 | Journal article
EID:

2-s2.0-85071912174

Contributors: Sadek, I.; Chong, P.; Rehman, S.U.; Elovici, Y.; Binder, A.
Source: Self-asserted source
Alexander Binder via Scopus - Elsevier
Items per page:
Page 1 of 3

Peer review (2 reviews for 1 publication/grant)

Review activity for Nature communications (2)