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XAI Handbook: Towards a Unified Framework for Explainable AI


May 14, 2021
Sebastian Palacio, Adriano Lucieri, Mohsin Munir, Jörn Hees, Sheraz Ahmed, Andreas Dengel


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Deep Learning Based Decision Support for Medicine -- A Case Study on Skin Cancer Diagnosis


Mar 02, 2021
Adriano Lucieri, Andreas Dengel, Sheraz Ahmed


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PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification


Feb 11, 2021
Dominique Mercier, Andreas Dengel, Sheraz Ahmed

* 8 pages, 8 figures, 6 tables, submitted to IJCNN 2021 

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Reliable Model Compression via Label-Preservation-Aware Loss Functions


Dec 03, 2020
Vinu Joseph, Shoaib Ahmed Siddiqui, Aditya Bhaskara, Ganesh Gopalakrishnan, Saurav Muralidharan, Michael Garland, Sheraz Ahmed, Andreas Dengel


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Achievements and Challenges in Explaining Deep Learning based Computer-Aided Diagnosis Systems


Nov 26, 2020
Adriano Lucieri, Muhammad Naseer Bajwa, Andreas Dengel, Sheraz Ahmed

* 17 pages, 2 figures 

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Benchmarking adversarial attacks and defenses for time-series data


Aug 30, 2020
Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed


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Combining Fine- and Coarse-Grained Classifiers for Diabetic Retinopathy Detection


May 28, 2020
Muhammad Naseer Bajwa, Yoshinobu Taniguchi, Muhammad Imran Malik, Wolfgang Neumeier, Andreas Dengel, Sheraz Ahmed

* Pages 12, Figures 5 

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Two-stage framework for optic disc localization and glaucoma classification in retinal fundus images using deep learning


May 28, 2020
Muhammad Naseer Bajwa, Muhammad Imran Malik, Shoaib Ahmed Siddiqui, Andreas Dengel, Faisal Shafait, Wolfgang Neumeier, Sheraz Ahmed

* BMC medical informatics and decision making 19.1 (2019): 136 
* 16 Pages, 10 Figures 

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G1020: A Benchmark Retinal Fundus Image Dataset for Computer-Aided Glaucoma Detection


May 28, 2020
Muhammad Naseer Bajwa, Gur Amrit Pal Singh, Wolfgang Neumeier, Muhammad Imran Malik, Andreas Dengel, Sheraz Ahmed

* Accepted in IJCNN-2020, 7 pages, 5 figures 

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Interpreting Deep Models through the Lens of Data


May 19, 2020
Dominique Mercier, Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed

* 8 pages, 11 figures, Accepted for the IEEE International Joint Conference on Neural Networks (IJCNN) 2020 

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P2ExNet: Patch-based Prototype Explanation Network


May 05, 2020
Dominique Mercier, Andreas Dengel, Sheraz Ahmed

* 12 pages (11 + 1 references), 7 figures 

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ImpactCite: An XLNet-based method for Citation Impact Analysis


May 05, 2020
Dominique Mercier, Syed Tahseen Raza Rizvi, Vikas Rajashekar, Andreas Dengel, Sheraz Ahmed

* 12 pages (10 + 2 references), 1 figure 

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On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors


May 05, 2020
Adriano Lucieri, Muhammad Naseer Bajwa, Stephan Alexander Braun, Muhammad Imran Malik, Andreas Dengel, Sheraz Ahmed

* Accepted for the IEEE International Joint Conference on Neural Networks (IJCNN) 2020 

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Explaining AI-based Decision Support Systems using Concept Localization Maps


May 04, 2020
Adriano Lucieri, Muhammad Naseer Bajwa, Andreas Dengel, Sheraz Ahmed

* Submitted to ICANN2020 

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If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN


May 03, 2020
Alireza Koochali, Andreas Dengel, Sheraz Ahmed


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DeepCFD: Efficient Steady-State Laminar Flow Approximation with Deep Convolutional Neural Networks


May 02, 2020
Mateus Dias Ribeiro, Abdul Rehman, Sheraz Ahmed, Andreas Dengel

* 23 pages, 11 figures 

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TSInsight: A local-global attribution framework for interpretability in time-series data


Apr 06, 2020
Shoaib Ahmed Siddiqui, Dominique Mercier, Andreas Dengel, Sheraz Ahmed


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A Robust and Precise ConvNet for small non-coding RNA classification (RPC-snRC)


Dec 23, 2019
Muhammad Nabeel Asima, Muhammad Imran Malik, Andreas Dengela, Sheraz Ahmed

* 34 pages 

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DeepBiRD: An Automatic Bibliographic Reference Detection Approach


Dec 16, 2019
Syed Tahseen Raza Rizvi, Andreas Dengel, Sheraz Ahmed


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SentiCite: An Approach for Publication Sentiment Analysis


Oct 07, 2019
Dominique Mercier, Akansha Bhardwaj, Andreas Dengel, Sheraz Ahmed

* Preprint, 8 pages, 2 figures, 10th International Conference on Agents and Artificial Intelligence 

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A Robust Hybrid Approach for Textual Document Classification


Sep 12, 2019
Muhammad Nabeel Asim, Muhammad Usman Ghani Khan, Muhammad Imran Malik, Andreas Dengel, Sheraz Ahmed

* ICDAR Conference 

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TSXplain: Demystification of DNN Decisions for Time-Series using Natural Language and Statistical Features


May 15, 2019
Mohsin Munir, Shoaib Ahmed Siddiqui, Ferdinand Küsters, Dominique Mercier, Andreas Dengel, Sheraz Ahmed

* Pre-print 

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Probabilistic Forecasting of Sensory Data with Generative Adversarial Networks - ForGAN


Mar 29, 2019
Alireza Koochali, Peter Schichtel, Sheraz Ahmed, Andreas Dengel


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KINN: Incorporating Expert Knowledge in Neural Networks


Feb 15, 2019
Muhammad Ali Chattha, Shoaib Ahmed Siddiqui, Muhammad Imran Malik, Ludger van Elst, Andreas Dengel, Sheraz Ahmed


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Attributes' Importance for Zero-Shot Pose-Classification Based on Wearable Sensors


Aug 02, 2018
Hiroki Ohashi, Mohammad Al-Naser, Sheraz Ahmed, Katsuyuki Nakamura, Takuto Sato, Andreas Dengel

* Sensors 2018, 18, 2485 
* The paper was published at Sensors, an open access journal (http://www.mdpi.com/1424-8220/18/8/2485). This article belongs to the Special Issue Artificial Intelligence and Machine Learning in Sensors Networks 

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TSViz: Demystification of Deep Learning Models for Time-Series Analysis


Feb 08, 2018
Shoaib Ahmed Siddiqui, Dominik Mercier, Mohsin Munir, Andreas Dengel, Sheraz Ahmed

* 7 Pages (6 + 1 for references), 7 figures 

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Judging a Book By its Cover


Oct 13, 2017
Brian Kenji Iwana, Syed Tahseen Raza Rizvi, Sheraz Ahmed, Andreas Dengel, Seiichi Uchida

* 6 pages, 9 figures 

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Cutting the Error by Half: Investigation of Very Deep CNN and Advanced Training Strategies for Document Image Classification


Apr 11, 2017
Muhammad Zeshan Afzal, Andreas Kölsch, Sheraz Ahmed, Marcus Liwicki


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