Alexander Binder

11.5k citations

43 papers · 5.2k indexed · 4 hit papers · h-index 16

Impact in

Health Informatics top 0.2%
- Artificial Intelligence in Healthcare and Education
Artificial Intelligence top 0.2%
- Explainable Artificial Intelligence (XAI)
- Adversarial Robustness in Machine Learning
- Anomaly Detection Techniques and Applications
- Machine Learning in Healthcare
- Machine Learning and Data Classification

Papers in

Computer Vision and Pattern Recognition 28
- Advanced Image and Video Retrieval Techniques 9
- Image Retrieval and Classification Techniques 7
- Advanced Neural Network Applications 5
- Multimodal Machine Learning Applications 5
Biophysics 4

Co-authors: Klaus‐Robert Müller Wojciech Samek Grégoire Montavon Frederick Klauschen Sebastian Bach Sebastian Lapuschkin Marius Kloft Lucas Deecke
Journals: PLoS ONE (3 papers)Pattern Recognition (2 papers)IEEE Transactions on Information Forensics and Security (1 paper)NeuroImage (1 paper)Nature Machine Intelligence (1 paper)
Partner nations: Germany Singapore South Korea

In The Last Decade

Alexander Binder

43 papers receiving 5.1k citations

Hit Papers

align trajectories log scale

Deep One-Class Classification 2018 · 484 citations

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if any of the following hold:

it has ≥500 total citations;
it reaches ≥1.5× the top-1% citation threshold for papers in the same subfield and year (the threshold is the minimum needed to enter the top 1%, not the average within it);
it reaches the top citation threshold in at least one of its specific research topics.

2018 International Conference on Machine Learning
2016 IEEE Transactions on Neural Networks and Learning Systems
2016 Pattern Recognition
2015 PLoS ONE

Peers

Countries citing papers authored by Alexander Binder

Since Specialization

Citations

This map shows the geographic impact of Alexander Binder's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Alexander Binder with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Alexander Binder more than expected).

Fields of papers citing papers by Alexander Binder

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Alexander Binder. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Alexander Binder. The network helps show where Alexander Binder may publish in the future.

Co-authorship network

The 25 scholars most cited alongside Alexander Binder, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Alexander Binder Line = papers co-authored together Alexander Binder links everyone, so they are left out of the graph.

All Works

Sort: Min cites: Since: Top N: Style:

20 of 20 papers shown

#	Work
1	To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy PLoS ONE ·R. Steinbrecher, Nils Strodthoff, Jackie Ma, Alexander Binder, Klaus‐Robert Müller, Wojciech Samek	2022	2
2	Explain and improve: LRP-inference fine-tuning for image captioning models Information Fusion ·Tao Geng, Sebastian Lapuschkin, Wojciech Samek, Alexander Binder	2021	19
3	Adaptive Noise Injection for Training Stochastic Student Networks from Deterministic Teachers Huijuan YU, Yuval Elovici, Alexander Binder	2021	1
4	Memory snapshot dataset of a compromised host with malware using obfuscation evasion techniques SHILAP Revista de lepidopterología ·Ibrahim Sadek, Mauricio Shimizu, Shafiq Ul Rehman, Yuval Elovici, Alexander Binder	2019	5
5	Deep One-Class Classification International Conference on Machine Learning ·Lukas Ruff, Robert A. Vandermeulen, Ljuben Lape, Lucas Deecke, Shoaib Ahmed Siddiqui, Alexander Binder, Emmanuel Müller, Marius Kloft Hit paper breakdown →	2018	484
6	An Air-Gapped 2-Factor Authentication for Smart-Contract Wallets. arXiv (Cornell University) ·Ivan Homoliak, M Woodruff, Alexander Binder, Paweł Szałachowski	2018	3
7	DeepClue: Visual Interpretation of Text-Based Deep Stock Prediction IEEE Transactions on Knowledge and Data Engineering ·Lei Shi, Zhiyang Teng, Петр Дмитриевич Есин, Yue Zhang, Alexander Binder	2018	71
8	ImageCLEF 2017: ImageCLEF Tuberculosis Task - the SGEast Submission. CLEF (Working Notes) ·Tao Geng, Mauricio Shimizu, Teresa Guar, Alexander Binder	2017	4
9	Analyzing Classifiers: Fisher Vectors and Deep Neural Networks Sebastian Lapuschkin, Alexander Binder, Grégoire Montavon, Klaus‐Robert Müller, Wojciech Samek	2016	110
10	Theory and Algorithms for the Localized Setting of Learning Kernels Neural Information Processing Systems ·Yunwen Lei, Alexander Binder, Ürün Doǧan, Marius Kloft	2015	8
11	On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation PLoS ONE ·Sebastian Bach, Alexander Binder, Grégoire Montavon, Frederick Klauschen, Klaus‐Robert Müller, Wojciech Samek Hit paper breakdown →	2015	2471
12	Extracting latent brain states — Towards true labels in cognitive neuroscience experiments NeuroImage ·Anne K. Porbadnigk, Nico Görnitz, Claudia Sannelli, Alexander Binder, Mikio L. Braun, Marius Kloft, Klaus‐Robert Müller	2015	11
13	Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms arXiv (Cornell University) ·Yunwen Lei, Ürün Doǧan, Alexander Binder, Marius Kloft	2015	14
14	Learning and Evaluation in Presence of Non-i.i.d. Label Noise Journal of Machine Learning Research ·Nico Görnitz, Anne K. Porbadnigk, Alexander Binder, Claudia Sannelli, Mikio L. Braun, K. Müller, Marius Kloft	2014	1
15	Multi-modal identification and tracking of vehicles in partially observed environments Fraunhofer-Publica (Fraunhofer-Gesellschaft) ·Daniel Becker, Alexander Binder, 慶則滝野, Ilja Radusch	2014	1
16	Identification of vehicle tracks and association to wireless endpoints by multiple sensor modalities Fraunhofer-Publica (Fraunhofer-Gesellschaft) ·Daniel Becker, 慶則滝野, T. O. Adedeji, Alexander Binder, Ilja Radusch	2013	10
17	Insights from Classifying Visual Concepts with Multiple Kernel Learning PLoS ONE ·Alexander Binder, Shinichi Nakajima, Marius Kloft, Christina Müller, Wojciech Samek, Ulf Brefeld, Klaus‐Robert Müller, Motoaki Kawanabe	2012	5
18	Multi-modal visual concept classification of images via Markov random walk over tags Fraunhofer-Publica (Fraunhofer-Gesellschaft) ·Motoaki Kawanabe, Alexander Binder, Christina Müller, Kehinde Adekunie Aliyu	2011	6
19	A procedure of adaptive kernel combination with kernel-target alignment for object classification Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft) ·Motoaki Kawanabe, Shinichi Nakajima, Alexander Binder	2009	7
20	Clinical relevance of CD95 (Fas/Apo-1) on T cells of patients with B-cell chronic lymphocytic leukemia Experimental Hematology ·Darmayanti, Tilman Pickartz, Alexander Binder, Frauke Ringel, Stefanie Srock, Thomas N. Sieber, Erqiang Wang, Folke Schriever	2003	7

About Alexander Binder

Alexander Binder is a scholar working on Computer Vision and Pattern Recognition, Biophysics, Artificial Intelligence, Media Technology and Signal Processing, having authored 43 papers that have together received 5.2k indexed citations. Recurring topics across this work include Explainable Artificial Intelligence (XAI) (9 papers), Advanced Image and Video Retrieval Techniques (9 papers), Image Retrieval and Classification Techniques (7 papers), Domain Adaptation and Few-Shot Learning (7 papers), Advanced Neural Network Applications (5 papers), Multimodal Machine Learning Applications (5 papers), Adversarial Robustness in Machine Learning (4 papers) and Remote-Sensing Image Classification (4 papers). The work is most often cited by research in Health Informatics (316 citations), Artificial Intelligence (3.4k citations), Computer Vision and Pattern Recognition (1.2k citations), Biophysics (258 citations) and Signal Processing (346 citations). Alexander Binder has collaborated with scholars based in Germany, Singapore and South Korea. Frequent co-authors include Klaus‐Robert Müller, Wojciech Samek, Grégoire Montavon, Frederick Klauschen, Sebastian Bach, Sebastian Lapuschkin, Marius Kloft, Lucas Deecke, Emmanuel Müller and Lukas Ruff. Their work appears in journals such as PLoS ONE, Pattern Recognition, IEEE Transactions on Information Forensics and Security, NeuroImage and Nature Machine Intelligence.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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