Alexander Binder

发表

A procedure of adaptive kernel combination with kernel-target alignment for object classification

Motoaki Kawanabe, Shinichi Nakajima, Alexander Binder, 2009, CIVR '09.

Understanding Image Captioning Models beyond Visualizing Attention pdf

Alexander Binder, Wojciech Samek, Jiamei Sun, 2020, ArXiv.

Deja vu from the SVM Era: Example-based Explanations with Outlier Detection pdf

Alexander Binder, Yuval Elovici, Penny Chong, 2020, ArXiv.

Unmasking Clever Hans predictors and assessing what machines really learn

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2019, Nature Communications.

Mouse Authentication Without the Temporal Aspect – What Does a 2D-CNN Learn?

Alexander Binder, Yuval Elovici, Penny Chong, 2018, 2018 IEEE Security and Privacy Workshops (SPW).

Detection of Masqueraders Based on Graph Partitioning of File System Access Events

Alexander Binder, Athul Harilal, Martín Ochoa, 2018, 2018 IEEE Security and Privacy Workshops (SPW).

Corplab INLI@FIRE-2018: Identification of Indian Native Language using Pairwise Coupling

Alexander Binder, Soumik Mondal, Athul Harilal, 2018, FIRE.

High-power and high-brightness solid state laser systems for precise and fast micromachining

Alexander Binder, Thomas Riesbeck, David Ashkenasi, 2004, SPIE LASE.

Towards Best Practice in Explaining Neural Network Decisions with LRP

Shinichi Nakajima, Alexander Binder, Wojciech Samek, 2019, 2020 International Joint Conference on Neural Networks (IJCNN).

Extracting latent brain states — Towards true labels in cognitive neuroscience experiments

Alexander Binder, Marius Kloft, Klaus-Robert Müller, 2015, NeuroImage.

Learning and Evaluation in Presence of Non-i.i.d. Label Noise

Alexander Binder, Klaus-Robert Müller, Marius Kloft, 2014, AISTATS.

On Taxonomies for Multi-class Image Categorization

Motoaki Kawanabe, Alexander Binder, Klaus-Robert Müller, 2012, International Journal of Computer Vision.

Comparison of deep learning architectures for H&E histopathology images

Alexander Binder, Jiamei Sun, Alexander Binder, 2017, 2017 IEEE Conference on Big Data and Analytics (ICBDA).

Detection of Adversarial Supports in Few-shot Classifiers Using Feature Preserving Autoencoders and Self-Similarity pdf

Alexander Binder, Penny Chong, Yuval Elovici, 2020, ArXiv.

Theory and Algorithms for the Localized Setting of Learning Kernels

Alexander Binder, Marius Kloft, Yunwen Lei, 2015, FE@NIPS.

The Joint Submission of the TU Berlin and Fraunhofer FIRST (TUBFI) to the ImageCLEF2011 Photo Annotation Task

Motoaki Kawanabe, Alexander Binder, Klaus-Robert Müller, 2011, CLEF.

Interpreting the Predictions of Complex ML Models by Layer-wise Relevance Propagation pdf

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2016, ArXiv.

Multi-task Learning via Non-sparse Multiple Kernel Learning

Motoaki Kawanabe, Alexander Binder, Wojciech Samek, 2011, CAIP.

Towards computational fluorescence microscopy: Machine learning-based integrated prediction of morphological and molecular tumor profiles pdf

Masaru Ishii, Alexander Binder, Klaus-Robert Müller, 2018, ArXiv.

High-quality laser microdrilling of metals and ceramics with maximum aspect ratio

Alexander Binder, Holger Kern, Gerhard J. Mueller, 2003, SPIE LASE.

High-efficiency microstructuring of VUV window materials by laser-induced plasma-assisted ablation (LIPAA) with a KrF excimer laser

Alexander Binder, David Ashkenasi, Houssam Jaber, 2004, SPIE LASE.

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

Alexander Binder, Wojciech Samek, Ngai-Man Cheung, 2020, 2020 25th International Conference on Pattern Recognition (ICPR).

Evaluating the Visualization of What a Deep Neural Network Has Learned

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2015, IEEE Transactions on Neural Networks and Learning Systems.

Insights from Classifying Visual Concepts with Multiple Kernel Learning

Motoaki Kawanabe, Shinichi Nakajima, Alexander Binder, 2011, PloS one.

Analyzing Classifiers: Fisher Vectors and Deep Neural Networks

Alexander Binder, Wojciech Samek, Klaus-Robert Müller, 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Multi-class SVMs: From Tighter Data-Dependent Generalization Bounds to Novel Algorithms

Alexander Binder, Marius Kloft, Yunwen Lei, 2015, NIPS.

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

Alexander Binder, René Saitenmacher, Klaus-Robert Müller, 2020, AI and ML for Digital Pathology.

Deep Semi-Supervised Anomaly Detection pdf

Alexander Binder, Emmanuel Müller, Marius Kloft, 2019, ICLR.

The SHOGUN Machine Learning Toolbox

Gunnar Rätsch, Alexander Binder, Alexander Zien, 2010, J. Mach. Learn. Res..

High-brightness solid state laser systems with fiber phase conjugate mirrors for micro material processing

Alexander Binder, Gerhard J. Mueller, Hans Joachim Eichler, 2003, SPIE LASE.

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

Alexander Binder, Pawel Szalachowski, Ivan Homoliak, 2018, ArXiv.

Deep One-Class Classification

Alexander Binder, Emmanuel Müller, Shoaib Ahmed Siddiqui, 2018, ICML.

Shrinking large visual vocabularies using multi-label agglomerative information bottleneck

Motoaki Kawanabe, Alexander Binder, Wojciech Wojcikiewicz, 2010, 2010 IEEE International Conference on Image Processing.

Non-sparse feature mixing in object classification (パターン認識・メディア理解)

Shinichi Nakajima, Alexander Binder, Ulf Brefeld, 2009 .

Bag of Machine Learning Concepts for Visual Concept Recognition in Images

Alexander Binder, Alexander Binder, 2013 .

Generalized PatternAttribution for Neural Networks with Sigmoid Activations

Alexander Binder, Jiamei Sun, Alexander Binder, 2019, 2019 International Joint Conference on Neural Networks (IJCNN).

Zero Shot Learning for Semantic Boundary Detection - How Far Can We Get? pdf

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2016, ArXiv.

Understanding and Comparing Deep Neural Networks for Age and Gender Classification

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2017, 2017 IEEE International Conference on Computer Vision Workshops (ICCVW).

Controlling explanatory heatmap resolution and semantics via decomposition depth

Alexander Binder, Wojciech Samek, Klaus-Robert Müller, 2016, 2016 IEEE International Conference on Image Processing (ICIP).

Multi-modal identification and tracking of vehicles in partially observed environments

Alexander Binder, Ilja Radusch, Daniel Becker, 2014, 2014 International Conference on Indoor Positioning and Indoor Navigation (IPIN).

Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution pdf

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2020, ArXiv.

Laser processing of advanced materials with high brightness solid-state lasers at 532 nm

Alexander Binder, Thomas Riesbeck, H. J. Eichler, 2006, SPIE LASE.

DeepClue: Visual Interpretation of Text-Based Deep Stock Prediction

Yue Zhang, Lei Shi, Alexander Binder, 2019, IEEE Transactions on Knowledge and Data Engineering.

Multi-modal visual concept classification of images via Markov random walk over tags

Motoaki Kawanabe, Alexander Binder, Christina Müller, 2011, 2011 IEEE Workshop on Applications of Computer Vision (WACV).

Enhanced representation and multi-task learning for image annotation

Motoaki Kawanabe, Alexander Binder, Klaus-Robert Müller, 2013, Comput. Vis. Image Underst..

Enhancing Image Classification with Class-wise Clustered Vocabularies

Motoaki Kawanabe, Alexander Binder, Wojciech Wojcikiewicz, 2010, 2010 20th International Conference on Pattern Recognition.

Object Boundary Detection and Classification with Image-Level Labels

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2017, GCPR.

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2015, PloS one.

Efficient Classification of Images with Taxonomies

Motoaki Kawanabe, Alexander Binder, Ulf Brefeld, 2009, ACCV.

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

Alexander Binder, Duc Thanh Nguyen, Jing Yu Koh, 2020, ECCV.

Mikromaterialbearbeitung mit gepulsten Festkörperlasern

Alexander Binder, 2006 .

Exploring the Back Alleys: Analysing The Robustness of Alternative Neural Network Architectures against Adversarial Attacks pdf

Alexander Binder, Yuval Elovici, Yi Xiang Marcus Tan, 2019, ArXiv.

Machine Learning for Visual Concept Recognition and Ranking for Images

Motoaki Kawanabe, Alexander Binder, Klaus-Robert Müller, 2014, Towards the Internet of Services.

Layer-Wise Relevance Propagation for Deep Neural Network Architectures

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2016 .

Insights from curve fitting models in mouse dynamics authentication systems

Alexander Binder, Arunava Roy, Yi Xiang Marcus Tan, 2017, 2017 IEEE Conference on Application, Information and Network Security (AINS).

BatchNorm Decomposition for Deep Neural Network Interpretation

Alexander Binder, Lucas Y. W. Hui, Alexander Binder, 2019, IWANN.

Urban Zoning Using Higher-Order Markov Random Fields on Multi-View Imagery Data

Alexander Binder, Duc Thanh Nguyen, Sai-Kit Yeung, 2018, ECCV.

Localized Multiple Kernel Learning - A Convex Approach pdf

Alexander Binder, Marius Kloft, Yunwen Lei, 2015, ACML.

A Hybrid Supervised-Unsupervised Vocabulary Generation Algorithm for Visual Concept Recognition

Motoaki Kawanabe, Alexander Binder, Christina Müller, 2010, ACCV.

The LRP Toolbox for Artificial Neural Networks

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2016, J. Mach. Learn. Res..

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

Alexander Binder, Marius Kloft, Penny Chong, 2020, 2020 International Joint Conference on Neural Networks (IJCNN).

Explaining nonlinear classification decisions with deep Taylor decomposition

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2015, Pattern Recognit..

Multiple Kernel Learning for Object Classification

Motoaki Kawanabe, Shinichi Nakajima, Alexander Binder, 2009 .

Layer-Wise Relevance Propagation for Neural Networks with Local Renormalization Layers

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2016, ICANN.

Lymphocyte counting - Error Analysis of Regression versus Bounding Box Detection Approaches pdf

Alexander Binder, Lin Geng Foo, Alexander Binder, 2020, ArXiv.

Multiple Kernel Learning for Brain-Computer Interfacing

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

Enhancing Recognition of Visual Concepts with Primitive Color Histograms via Non-sparse Multiple Kernel Learning

Motoaki Kawanabe, Alexander Binder, M. Kawanabe, 2009, CLEF.

ImageCLEF 2017: ImageCLEF Tuberculosis Task - the SGEast Submission

Alexander Binder, Penny Chong, Yi Xiang Marcus Tan, 2017, CLEF.

Fraunhofer FIRST's Submission to ImageCLEF2009 Photo Annotation Task: Non-sparse Multiple Kernel Learning

Motoaki Kawanabe, Alexander Binder, M. Kawanabe, 2009, CLEF.

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

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2020, Inf. Fusion.

Understanding Integrated Gradients with SmoothTaylor for Deep Neural Network Attribution

Alexander Binder, Wojciech Samek, Sebastian Lapuschkin, 2020, 2020 25th International Conference on Pattern Recognition (ICPR).

On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based Analysis of Diabetic Retinopathy pdf

Alexander Binder, Wojciech Samek, Klaus-Robert Muller, 2021, ArXiv.

When brain and behavior disagree: Tackling systematic label noise in EEG data with machine learning

Alexander Binder, Anne K. Porbadnigk, Claudia Sannelli, 2014, 2014 International Winter Workshop on Brain-Computer Interface (BCI).

Analyzing and Validating Neural Networks Predictions

Alexander Binder, Klaus-Robert Müller, Wojciech Samek, 2016 .

Deep Taylor Decomposition of Neural Networks

Alexander Binder, Wojciech Samek, Sebastian Bach, 2016 .