Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
20203D-Reconstruction and Semantic Segmentation of Cystoscopic Images
Negassi, Misgana; Parupalli, Ujwala; Suarez-Ibarrola, Rodrigo; Schmitt, Annette; Hein, Simon; Miernik, Arkadiusz; Reiterer, Alexander
Konferenzbeitrag
20206D object pose estimation algorithm using preprocessing of segmentation and keypoint extraction
Zhang, Y.; Zhang, C.; Rosenberger, M.; Notni, G.
Konferenzbeitrag
2020Acoustic Resonance Recognition of Coins
Kraljevski, Ivan; Duckhorn, Frank; Ju, Yong Chul; Tschöpe, Constanze; Richter, Christian; Wolff, Matthias
Konferenzbeitrag
2020Application of artificial neural networks for automated analysis of cystoscopic images
Negassi, Misgana; Suarez-Ibarrola, Rodrigo; Hein, Simon; Miernik, Arkadiusz; Reiterer, Alexander
Zeitschriftenaufsatz
2020Are you sure? Prediction revision in automated decision-making
Burkart, Nadia; Robert, Sebastian; Huber, Marco
Zeitschriftenaufsatz
2020Automated quantitative analyses of fatigue-induced surface damage by deep learning
Thomas, A.; Durmaz, A.R.; Straub, T.; Eberl, C.
Zeitschriftenaufsatz
2020AutoSNAP: Automatically Learning Neural Architectures for Instrument Pose Estimation
Kügler, David; Uecker, Marc; Kuijper, Arjan; Mukhopadhyay, Anirban
Konferenzbeitrag
2020Benchmarking Uncertainty Estimation Methods for Deep Learning with Safety-Related Metrics
Henne, Maximilian; Schwaiger, Adrian; Roscher, Karsten; Weiß, Gereon
Konferenzbeitrag
2020Compact Models for Periocular Verification Through Knowledge Distillation
Boutros, Fadi; Damer, Naser; Fang, Meiling; Raja, Kiran; Kirchbuchner, Florian; Kuijper, Arjan
Konferenzbeitrag
2020Deep Learning Multi-layer Fusion for an Accurate Iris Presentation Attack Detection
Fang, Meiling; Damer, Naser; Boutros, Fadi; Kirchbuchner, Florian; Kuijper, Arjan
Konferenzbeitrag
2020Digital image processing with deep learning for automated cutting tool wear detection
Bergs, Thomas; Holst, Carsten; Gupta, Pranjul; Augspurger, Thorsten
Zeitschriftenaufsatz
2020Discretization of hybrid CPPS data into timed automaton using restricted Boltzmann machines
Hranisavljevic, Nemanja; Maier, Alexander; Niggemann, Oliver
Zeitschriftenaufsatz
2020Evaluation of transfer learning of pre-trained CNNs applied to breast cancer detection on infrared images
Chaves, Esdras; Gonçalves, Caroline B.; Albertini, Marcelo K.; Lee, Soojeong; Jeon, Gwanggil; Fernandes, Henrique Coelho
Zeitschriftenaufsatz
2020Fusing Iris and Periocular Region for User Verification in Head Mounted Displays
Boutros, Fadi; Damer, Naser; Raja, Kiran; Ramachandra, Raghavendra; Kirchbuchner, Florian; Kuijper, Arjan
Konferenzbeitrag
2020Investigation and Implementation of Machine Learning Algorithms for Condition Monitoring of Piezoelectrically Driven Micropumps
Trautmann, Mauriz
Master Thesis
2020Is Uncertainty Quantification in Deep Learning Sufficient for Out-of-Distribution Detection?
Schwaiger, Adrian; Sinhamahapatra, Poulami; Gansloser, Jens; Roscher, Karsten
Konferenzbeitrag
2020Leitfaden Künstliche Intelligenz - Potenziale und Umsetzungen im Mittelstand
: Röhler, Marcus (Hrsg.); Haghi, Sajedeh (Hrsg.)
Bericht
2020Neuronale Netze: Ein Blick in die Black Box
Schaaf, Nina
Zeitschriftenaufsatz
2020Predictive Analysis of Business Processes Using Neural Networks with Attention Mechanism
Philipp, Patrick; Jacob, Ruben; Robert, Sebastian; Beyerer, Jürgen
Konferenzbeitrag
2020Preventing Catastrophic Forgetting in Deep Learning Classifiers
González, Camila
: Kuijper, Arjan (1. Gutachter); Mukhopadhyay, Anirban (2. Gutachter)
Master Thesis
2020Reducing Deep Face Recognition Model Size by Knowledge Distillation
Klemt, Marcel
: Kuijper, Arjan (1. Review); Boutros, Fadi (2. Review)
Bachelor Thesis
2020SafeML: Safety Monitoring of Machine Learning Classifiers Through Statistical Difference Measures
Aslansefat, Koorosh; Sorokos, Ioannis; Whiting, Declan; Tavakoli Kolagari, Ramin; Papadopoulos, Yiannis
Konferenzbeitrag
2020Sampling Based Methods for Uncertainty Quantification in Neural Networks
Felgentreff, Jens
: Ankerst, Donna (Aufgabensteller); Schwaiger, Adrian (Betreuer)
Bachelor Thesis
2020Self-Supervised Learning for Monocular Depth Estimation from Aerial Imagery
Hermann, Max; Ruf, Boitumelo; Weinmann, Martin; Hinz, Stefan
Konferenzbeitrag
2020Single Shot 6D Object Pose Estimation
Kleeberger, Kilian; Huber, Marco
Konferenzbeitrag, Bericht
2020A Systemic Approach for Early Warning in Crisis Prevention and Management
Kuwertz, Achim; Moll, Maximilian; Sander, Jennifer; Pickl, Stefan
Konferenzbeitrag
2020Time-unfolding Object Existence Detection in Low-quality Underwater Videos using Convolutional Neural Networks
Tödtmann, Helmut; Vahl, Matthias; Lukas, Uwe von; Ullrich, Torsten
Konferenzbeitrag
2020What identifies a whale by its fluke? On the benefit of interpretable machine learning for whale identification
Kierdorf, J.; Garcke, J.; Behley, J.; Cheeseman, T.; Roscher, R.
Konferenzbeitrag
2020Where to drive: free space detection with one fisheye camera
Scheck, Tobias; Mallandur, Adarsh; Wiede, Christian; Hirtz, Gangolf
Konferenzbeitrag
2019Activity recognition in manual manufacturing: Detecting screwing processes from sensor data
Günther, Lisa; Kärcher, Susann; Bauernhansl, Thomas
Zeitschriftenaufsatz, Konferenzbeitrag
2019ALICE - Artificial Intelligence Catheter. Towards Autonomous Closed Loop Control of Passive Endovascular Catheters Based on Deep Reinforcement Learning
Karstensen, Lennart; Pusch, Tim Philipp; Siegfarth, Marius; Behr, Tobias; Hüsener, Dominik; Pätz, Torben; Strehlow, Jan
Poster
2019Automatisierte Interpretation von 3D-Daten - Stand der Technik und zukünftige Entwicklungen
Reiterer, Alexander; Störk, Dominik; Wäschle, Katharina; Leydecker, Achim; Leidinger, Markus
Konferenzbeitrag
2019Classification of black plastics waste using fluorescence imaging and machine learning
Gruber, Florian; Grählert, Wulf; Wollmann, Philipp; Kaskel, Stefan
Zeitschriftenaufsatz
2019Comparison of Angle and Size Features with Deep Learning for Emotion Recognition
Dunau, Patrick; Huber, Marco; Beyerer, Jürgen
Konferenzbeitrag
2019Comprehensive Analysis of Deep Learning-based Vehicle Detection in Aerial Images
Sommer, L.; Schuchert, Tobias; Beyerer, Jürgen
Zeitschriftenaufsatz
2019Deep learning for clustering of multivariate clinical patient trajectories with missing values
Jong, Johann de; Emon, Mohammad Asif; Wu, Ping; Karki, Reagon; Sood, Meemansa; Godard, Patrice; Ahmad, Ashar; Vrooman, Henri; Hofmann-Apitius, Martin; Fröhlich, Holger
Zeitschriftenaufsatz
2019Deep Learning-Based Mutual Detection and Collaborative Localization for Mobile Robot Fleets Using Solely 2D LIDAR Sensors
Dietrich, Robin; Dörr, Stefan
Konferenzbeitrag
2019Deep Reinforcement Learning for the Navigation of Neurovascular Catheters
Behr, Tobias; Pusch, Tim Philipp; Siegfarth, Marius; Hüsener, Dominik; Mörschel, Tobias; Karstensen, Lennart
Zeitschriftenaufsatz
2019Development of a Fire Detection Based on the Analysis of Video Data by Means of Convolutional Neural Networks
Lehr, Jan; Gerson, Christian; Ajami, Mohamad; Krüger, Jörg
Konferenzbeitrag
2019Enhancing the Texture Quality of 3D Building Models
Dahlke, Jannik Oliver
: Fellner, Dieter W. (1. Review); Erdt, Marius (2. Review)
Master Thesis
2019Generalization of SELU to CNN
Ha, Bach
: Plöger, Paul G.; Kraetzschmar, Gerhard K.; Zimmermann, Florian
Master Thesis
2019Habitat-Net: Segmentation of Habitat Images Using Deep Learning
Abrams, Jesse F.; Vashishtha, Anand; Wong, Seth T.; Nguyen, An; Mohamed, Azlan; Wieser, Sebastian; Kuijper, Arjan; Wilting, Andreas; Mukhopadhyay, Anirban
Zeitschriftenaufsatz
2019Handling Work Complexity with AR/Deep Learning
Dhiman, Hitesh; Büttner, Sebastian; Röcker, Carsten; Reisch, Raphael
Konferenzbeitrag
2019Künstliche Intelligenz in der Logistik. Was steht hinter dem Hype?
Leveling, Jens
Vortrag
2019Localization and Mapping of Monocular Cameras in Large Urban Environments using Virtual City Models
Pandikow, Lars
: Kuijper, Arjan (1. Gutachten); Gutbell, Ralf (2. Gutachten)
Master Thesis
2019Machine Learning für Produktion und Robotik
Huber, Marco
Zeitschriftenaufsatz
2019Mitdenken angesagt
Huber, Marco
Zeitschriftenaufsatz
2019Neue Möglichkeiten durch Machine Learning
Leveling, Jens
Vortrag
2019NVIDIA DGX-2 - Der Supercomputer
Hoppe, Christian; Roeder, Sebastian; Pionzewski, Christian; Leveling, Jens
Vortrag
2019Person Identification and Body Mass Index: A Deep Learning-Based Study on Micro-Dopplers
Abdulatif, Sherif; Aziz, Fady; Armanious, Karim; Kleiner, Bernhard; Yang, Bin; Schneider, Urs
Konferenzbeitrag
2019Robotik und künstliche Intelligenz
Kleeberger, Kilian
Konferenzbeitrag
2019Selbstoptimierung in der Fabrikhalle
Mayer-Grenu, Andrea
Zeitschriftenaufsatz
2019Self-learning Shape Recognition in Medical Images
Ma, Jingting
: Lin, Feng (Supervisor); Erdt, Marius (Supervisor); Fellner, Dieter W. (Co-Supervisor); Wesarg, Stefan (Co-Supervisor)
Dissertation
2019SkyScapes ­Fine-Grained Semantic Understanding of Aerial Scenes
Azimi, Seyed M.; Henry, Crentin; Sommer, Lars; Schumann, Arne; Vig, Eleonora
Konferenzbeitrag
2019Sounding Industry: Challenges and Datasets for Industrial Sound Analysis
Grollmisch, Sascha; Abeßer, Jakob; Liebetrau, Judith; Lukashevich, Hanna
Konferenzbeitrag
2019Towards Adversarial Denoising of Radar Micro-Doppler Signatures
Abdulatif, Sherif; Armanious, Karim; Aziz, Fady; Schneider, Urs; Yang, Bin
Konferenzbeitrag
2019Towards information extraction from ISR reports for decision support using a two-stage learning-based approach
Mühlenberg, Dirk; Kuwertz, Achim; Schenkel, P.; Müller, Wilmuth
Konferenzbeitrag
2019Underwater Color Restoration Using U-Net Denoising Autoencoder
Hashisho, Yousif; Albadawi, Mohamad; Krause, Tom; Lukas, Uwe von
Konferenzbeitrag
2019Unterwasserdetektion von Munitionsaltlasten auf Sonarbildern durch Convolutional Neural Networks
Sidin, Dennis
: Ferrein, Alexander (Betreuender Professor); Albadawi, Mohamad (Betreuender Mitarbeiter)
Bachelor Thesis
2019Wind Power Forecasting Based on Deep Neural Networks and Transfer Learning
Vogt, Stephan; Braun, Axel; Dobschinski, Jan; Sick, Bernhard
Konferenzbeitrag
20183D object classification and parameter estimation based on parametric procedural models
Getto, Roman; Fina, Kenten; Jarms, Lennart; Kuijper, Arjan; Fellner, Dieter W.
Konferenzbeitrag
2018Application and evaluation of meta-model assisted optimisation strategies for gripper assisted fabric draping in composite manufacturing
Zimmerling, Clemens; Pfrommer, Julius; Liu, Jinzhao; Beyerer, Jürgen; Henning, Frank; Kärger, Luise
Konferenzbeitrag
2018Automatic analysis of sewer pipes based on unrolled monocular fisheye images
Künzel, Johannes; Werner, Thomas; Eisert, Peter; Waschnewski, Jan; Möller, Ronja; Hilpert, Ralf
Konferenzbeitrag
2018A characterization of quality of sheared edge in fine blanking using edge-computing approach
Trauth, Daniel; Stanke, Joachim; Feuerhack, Andreas; Bergs, Thomas; Mattfeld, Patrick; Klocke, Fritz
Zeitschriftenaufsatz, Konferenzbeitrag
2018CrazyFaces: Unassisted Circumvention of Watchlist Face Identification
Damer, Naser; Wainakh, Yaza; Boller, Viola; Berken von den, Sven; Terhörst, Philipp; Braun, Andreas; Kuijper, Arjan
Konferenzbeitrag
2018Deep Cross-Domain Building Extraction for Selective Depth Estimation from Oblique Aerial Imagery
Ruf, Boitumelo; Thiel, Laurenz; Weinmann, Martin
Konferenzbeitrag
2018Digital microscopy, image analysis, and virtual slide repository
Aeffner, Famke; Adissu, Hibret A.; Boyle, Michael C.; Cardiff, Robert D.; Hagendorn, Erik; Hoenerhoff, Mark J.; Klopfleisch, Robert; Newbigging, Susan; Schaudien, Dirk; Turner, Oliver; Wilson, Kristin
Zeitschriftenaufsatz
2018Exploring adversarial examples. Patterns of one-pixel attacks
Kügler, David; Distergoft, Alexander; Kuijper, Arjan; Mukhopadhyay, Anirban
Konferenzbeitrag
2018An image processing pipeline for long range UAV detection
Schumann, Arne; Sommer, L.; Müller, Thomas; Voth, Sascha
Konferenzbeitrag
2018Improvement of persistent tracking in wide area motion imagery by CNN-based motion detections
Hartung, C.; Spraul, Raphael; Krüger, Wolfgang
Konferenzbeitrag
2018Industrial robot control with object recognition based on deep learning
Chen, Xi; Guhl, Jan
Zeitschriftenaufsatz, Konferenzbeitrag
2018An integrated deep neural network for defect detection in dynamic textile textures
Siegmund, Dirk; Prajapati, Ashok; Kirchbuchner, Florian; Kuijper, Arjan
Konferenzbeitrag
2018Künstliche Intelligenz in der Robotik
Kleeberger, Kilian
Konferenzbeitrag
2018A light and faster regional convolutional neural network for object detection in optical remote sensing images
Ding, Peng; Zhang, Ye; Deng, Wei-Jian; Jia, Ping; Kuijper, Arjan
Zeitschriftenaufsatz
2018Machine learning methods for remote sensing applications: An overview
Schulz, Karsten; Hänsch, Ronny; Sörgel, Uwe
Konferenzbeitrag
2018Micro-Doppler Based Human-Robot Classification Using Ensemble and Deep Learning Approaches
Abdulatif, Sherif; Wei, Qian; Aziz, Fady; Kleiner, Bernhard; Schneider, Urs
Konferenzbeitrag
2018MorGAN: Recognition Vulnerability and Attack Detectability of Face Morphing Attacks Created by Generative Adversarial Network
Damer, Naser; Moseguí Saladié, Alexandra; Braun, Andreas; Kuijper, Arjan
Konferenzbeitrag
2018Multi-modal three-stream network for action recognition
Khalid, Muhammad Usman; Yu, Jie
Konferenzbeitrag
2018Optimisation of manufacturing process parameters using deep neural networks as surrogate models
Pfrommer, J.; Zimmerling, C.; Liu, J.; Kärger, L.; Henning, F.; Beyerer, J.
Zeitschriftenaufsatz, Konferenzbeitrag
2018Resolving Classifcation Ambiguities in Convolutional Neural Networks Using Hierarchical Structures
Albadawi, Mohamad
: Lukas, Uwe von (Supervising professor); Krause, Tom (Tutor)
Master Thesis
2018Search Area Reduction Fast-RCNN for Fast Vehicle Detection in Large Aerial Imagery
Sommer, L.; Schmidt, N.; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2018Systematic evaluation of deep learning based detection frameworks for aerial imagery
Sommer, L.; Steinmann, L.; Schumann, Arne; Beyerer, Jürgen
Konferenzbeitrag
2017CNNs under attack. On the vulnerability of deep neural networks based face recognition to image morphing
Wandzik, Lukasz; Vicente-Garcia, Raul; Kaeding, Gerald; Chen, Xi
Konferenzbeitrag
2017Deep learning based multi-category object detection in aerial images
Sommer, L.W.; Schuchert, Tobias; Beyerer, Jürgen
Konferenzbeitrag
2017Deep neural network based human activity recognition for the order picking process
Grzezick, Rene; Lenk, Jan Marius; Rueda, Fernando Moya; Fink, Gernot A.; Feldhorst, Sascha; Ten Hompel, Michael
Konferenzbeitrag
2017Licht bringen in die Datenkugel
Klaiber, Stefan
Zeitschriftenaufsatz
2017Movies tags extraction using deep learning
Khan, Umair Ali; Ejaz, Naveed; Martinez-del-Amor, Miguel A.; Sparenberg, Heiko
Konferenzbeitrag
2017Noise-insensitive no-reference image blur estimation by convolutional neural networks
Wegner, Daniel; Körber, Michael; Repasi, Endre
Konferenzbeitrag
2017Person re-identification across aerial and ground-based cameras by deep feature fusion
Schumann, A.; Metzler, Jürgen
Konferenzbeitrag
2017Technologische Zukünfte - Was kommt auf uns zu?
Bantes, René
Vortrag
2017Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: The LUNA16 challenge
Setio, A.A.A.; Traverso, A.; Bel, T. de; Berens, M.S.N.; Bogaard, C. van den; Cerello, P.; Chen, H.; Dou, Q.; Fantacci, M.E.; Geurts, B.; Gugten, R.V.D.; Heng, P.A.; Jansen, B.; Kaste, M.M.J. de; Kotov, V.; Lin, J.Y.-H.; Manders, J.T.M.C.; Sóñora-Mengana, A.; García-Naranjo, J.C.; Papavasileiou, E.; Prokop, M.; Saletta, M.; Schaefer-Prokop, C.M.; Scholten, E.T.; Scholten, L.; Snoeren, M.M.; Torres, E.L.; Vandemeulebroucke, J.; Walasek, N.; Zuidhof, G.C.A.; Ginneken, B. van; Jacobs, C.
Zeitschriftenaufsatz
2016AAC encoding detection and bitrate estimation using a convolutional neural network
Seichter, Daniel; Cuccovillo, Luca; Aichroth, Patrick
Konferenzbeitrag
2016Deep person re-identification in aerial images
Schumann, A.; Schuchert, Tobias
Konferenzbeitrag
2015Challenges in representation learning: A report on three machine learning contests
Goodfellow, Ian J.; Erhan, Dumitru; Carrier, Pierre Luc; Courville, Aaron; Mirza, Mehdi; Hamner, Ben; Cukierski, Will; Tang, Yichuan; Thaler, David; Lee, Dong-Hyun; Zhou, Yingbo; Ramaiah, Chetan; Feng, Fangxiang; Li, Ruifan; Wang, Xiaojie; Athanasakis, Dimitris; Shawe-Taylor, John; Milakov, Maxim; Park, John; Ionescu, Radu; Popescu, Marius; Grozea, Cristian; Bergstra, James; Xie, Jingjing; Romaszko, Lukasz; Xu, Bing; Chuang, Zhang; Bengio, Yoshua
Zeitschriftenaufsatz, Konferenzbeitrag