2019
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Journal Articles
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 | Xucong Zhang; Yusuke Sugano; Mario Fritz; Andreas Bulling MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation Journal Article Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019. Links | BibTeX | Tags: 2017, 2018, 2019 @article{xucong19tpami,
title = {MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation},
author = {Xucong Zhang and Yusuke Sugano and Mario Fritz and Andreas Bulling},
url = {https://arxiv.org/abs/1711.09017
https://arxiv.org/pdf/1711.09017.pdf},
year = {2019},
date = {2019-02-04},
journal = {Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
keywords = {2017, 2018, 2019},
pubstate = {published},
tppubtype = {article}
}
|
2018
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Journal Articles
|
 | Seyedmajid Azimi and
Dominik Britz and
Michael Engstler and
Mario Fritz and
Frank Mücklich Advanced Steel Microstructural Classification by Deep Learning Methods Journal Article Scientific Reports, 2018. Links | BibTeX | Tags: 2018 @article{majid17srep,
title = {Advanced Steel Microstructural Classification by Deep Learning Methods},
author = {Seyedmajid Azimi and
Dominik Britz and
Michael Engstler and
Mario Fritz and
Frank Mücklich},
url = {https://www.nature.com/articles/s41598-018-20037-5
https://www.nature.com/articles/s41598-018-20037-5.pdf},
year = {2018},
date = {2018-02-01},
journal = {Scientific Reports},
publisher = {Nature Publishing Group},
keywords = {2018},
pubstate = {published},
tppubtype = {article}
}
|
 | Stamatios Georgoulis; Konstantinos Rematas; Tobias Ritschel; Efstratios Gavves; Mario Fritz; Luc Van Gool; Tinne Tuytelaars Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning Journal Article Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018. BibTeX | Tags: 2017, 2018 @article{gergoulis18tpami,
title = {Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning},
author = {Stamatios Georgoulis and Konstantinos Rematas and Tobias Ritschel and Efstratios Gavves and Mario Fritz and Luc Van Gool and Tinne Tuytelaars},
year = {2018},
date = {2018-01-01},
journal = {Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
keywords = {2017, 2018},
pubstate = {published},
tppubtype = {article}
}
|
Inproceedings
|
 | Rakshith Shetty; Mario Fritz; Bernt Schiele Adversarial Scene Editing: Automatic Object Removal from Weak Supervision Inproceedings Neural Information Processing Systems (NIPS), 2018. Links | BibTeX | Tags: 2018 @inproceedings{shetty18nips,
title = {Adversarial Scene Editing: Automatic Object Removal from Weak Supervision },
author = {Rakshith Shetty and Mario Fritz and Bernt Schiele},
url = {preliminary:
https://arxiv.org/abs/1806.01911
https://arxiv.org/pdf/1806.01911.pdf},
year = {2018},
date = {2018-12-03},
booktitle = {Neural Information Processing Systems (NIPS)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Yang He; Bernt Schiele; Mario Fritz Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes Inproceedings European Conference on Computer Vision (ECCV), 2018. Links | BibTeX | Tags: 2018 @inproceedings{he18eccv,
title = {Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes},
author = {Yang He and Bernt Schiele and Mario Fritz},
url = {http://openaccess.thecvf.com/content_ECCV_2018/papers/Yang_He_Diverse_Conditional_Image_ECCV_2018_paper.pdf},
year = {2018},
date = {2018-09-12},
booktitle = {European Conference on Computer Vision (ECCV)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Qianru Sun; Ayush Tewari; Weipeng Xu; Mario Fritz; Christian Theobalt; Bernt Schiele A Hybrid Model for Identity Obfuscation by Face Replacement Inproceedings European Conference on Computer Vision, 2018. Links | BibTeX | Tags: 2018 @inproceedings{sun18eccv,
title = {A Hybrid Model for Identity Obfuscation by Face Replacement},
author = {Qianru Sun and Ayush Tewari and Weipeng Xu and Mario Fritz and Christian Theobalt and Bernt Schiele},
url = {https://arxiv.org/abs/1804.04779
https://arxiv.org/pdf/1804.04779.pdf},
year = {2018},
date = {2018-09-09},
booktitle = {European Conference on Computer Vision},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Misha Wagner; Hector Basevi; Rakshith Shetty; Wenbin Li; Mateusz Malinowski; Mario Fritz; Ales Leonardis Answering Visual What-If Questions: From Actions to Predicted Scene Descriptions Inproceedings Visual Learning and Embodied Agents in Simulation Environments Workshop at European Conference on Computer Vision, 2018. Links | BibTeX | Tags: 2018 @inproceedings{wagner18eccvw,
title = {Answering Visual What-If Questions: From Actions to Predicted Scene Descriptions},
author = {Misha Wagner and Hector Basevi and Rakshith Shetty and Wenbin Li and Mateusz Malinowski and Mario Fritz and Ales Leonardis},
url = {https://arxiv.org/abs/1809.03707
https://arxiv.org/pdf/1809.03707.pdf},
year = {2018},
date = {2018-09-08},
booktitle = {Visual Learning and Embodied Agents in Simulation Environments Workshop at European Conference on Computer Vision},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Edgar Tretschk; Seong Joon Oh; Mario Fritz Sequential Attacks on Agents for Long-Term Adversarial Goals Inproceedings 2. ACM Computer Science in Cars Symposium -- Future Challenges in Artificial Intelligence & Security for Autonomous Vehicles, 2018. BibTeX | Tags: 2018 @inproceedings{edgar18cscs,
title = {Sequential Attacks on Agents for Long-Term Adversarial Goals},
author = {Edgar Tretschk and Seong Joon Oh and Mario Fritz}},
year = {2018},
date = {2018-09-01},
booktitle = {2. ACM Computer Science in Cars Symposium -- Future Challenges in Artificial Intelligence & Security for Autonomous Vehicles},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Rakshith Shetty; Bernt Schiele; Mario Fritz A4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translation Inproceedings 27th USENIX Security Symposium (USENIX Security 18), 2018. Links | BibTeX | Tags: 2018 @inproceedings{usenix18rakshith,
title = {A4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translation},
author = {Rakshith Shetty and Bernt Schiele and Mario Fritz},
url = {preliminary version:
https://arxiv.org/abs/1711.01921
https://arxiv.org/pdf/1711.01921.pdf
},
year = {2018},
date = {2018-08-17},
booktitle = {27th USENIX Security Symposium (USENIX Security 18)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Apratim Bhattacharyya; Bernt Schiele; Mario Fritz Accurate and Diverse Sampling of Sequences based on a “Best of Many” Sample Objective Inproceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. Links | BibTeX | Tags: 2018 @inproceedings{apratim18cvprb,
title = {Accurate and Diverse Sampling of Sequences based on a “Best of Many” Sample Objective},
author = {Apratim Bhattacharyya and Bernt Schiele and Mario Fritz},
url = {http://openaccess.thecvf.com/content_cvpr_2018/CameraReady/3890.pdf},
year = {2018},
date = {2018-06-22},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Tribhuvanesh Orekondy; Mario Fritz; Bernt Schiele Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images Inproceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. Links | BibTeX | Tags: 2018 @inproceedings{tribhu18cvpr,
title = {Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images},
author = {Tribhuvanesh Orekondy and Mario Fritz and Bernt Schiele},
url = {https://arxiv.org/abs/1712.01066
https://arxiv.org/pdf/1712.01066.pdf},
year = {2018},
date = {2018-06-18},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Qianru Sun; Liqian Ma; Seong Joon Oh; Luc Van Gool; Bernt Schiele; Mario Fritz Natural and Effective Obfuscation by Head Inpainting Inproceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. Links | BibTeX | Tags: 2018 @inproceedings{sun18cvpr,
title = {Natural and Effective Obfuscation by Head Inpainting},
author = {Qianru Sun and Liqian Ma and Seong Joon Oh and Luc Van Gool and Bernt Schiele and Mario Fritz},
url = {https://arxiv.org/abs/1711.09001
https://arxiv.org/pdf/1711.09001.pdf},
year = {2018},
date = {2018-06-18},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Liqian Ma; Qianru Sun; Stamatios Georgoulis; Luc Van Gool; Bernt Schiele; Mario Fritz Disentangled Person Image Generation Inproceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. Links | BibTeX | Tags: 2018 @inproceedings{ma18cvpr,
title = {Disentangled Person Image Generation },
author = {Liqian Ma and Qianru Sun and Stamatios Georgoulis and Luc Van Gool and Bernt Schiele and Mario Fritz},
url = {https://arxiv.org/abs/1712.02621
https://arxiv.org/pdf/1712.02621.pdf},
year = {2018},
date = {2018-06-18},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Apratim Bhattacharyya; Mario Fritz; Bernt Schiele Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty Inproceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. Links | BibTeX | Tags: 2018 @inproceedings{apratim18cvpr,
title = {Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty},
author = {Apratim Bhattacharyya and Mario Fritz and Bernt Schiele},
url = {https://arxiv.org/abs/1711.09026
https://arxiv.org/pdf/1711.09026.pdf},
year = {2018},
date = {2018-06-18},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Seong Joon Oh; Max Augustin; Bernt Schiele; Mario Fritz Towards Reverse-Engineering Black-Box Neural Networks Inproceedings Internation Conference on Representation Learning (ICLR), 2018, (to appear). Links | BibTeX | Tags: 2018 @inproceedings{joon18icrl,
title = {Towards Reverse-Engineering Black-Box Neural Networks},
author = {Seong Joon Oh and Max Augustin and Bernt Schiele and Mario Fritz},
url = {https://github.com/coallaoh/WhitenBlackBox
https://arxiv.org/abs/1711.01768
https://arxiv.org/pdf/1711.01768.pdf},
year = {2018},
date = {2018-04-30},
booktitle = {Internation Conference on Representation Learning (ICLR)},
note = {to appear},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
 | Apratim Bhattacharyya; Mateusz Malinowski; Bernt Schiele; Mario Fritz Long-Term Image Boundary Prediction Inproceedings Association for the Advancement of Artificial Intelligence (AAAI), 2018. Links | BibTeX | Tags: 2018 @inproceedings{apratim18aaai,
title = {Long-Term Image Boundary Prediction},
author = {Apratim Bhattacharyya and Mateusz Malinowski and Bernt Schiele and Mario Fritz},
url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewFile/17280/16540},
year = {2018},
date = {2018-02-02},
booktitle = {Association for the Advancement of Artificial Intelligence (AAAI)},
keywords = {2018},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Technical Reports
|
 | Tribhuvanesh Orekondy; Bernt Schiele; Mario Fritz Knockoff Nets: Stealing Functionality of Black-Box Models Technical Report arXiv:1812.02766, 2018. Links | BibTeX | Tags: 2018 @techreport{tribhu18arxivb,
title = {Knockoff Nets: Stealing Functionality of Black-Box Models},
author = {Tribhuvanesh Orekondy and Bernt Schiele and Mario Fritz},
url = {https://arxiv.org/abs/1812.02766
https://arxiv.org/pdf/1812.02766.pdf
},
year = {2018},
date = {2018-12-10},
type = {arXiv:1812.02766},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Ning Yu; Larry Davis; Mario Fritz Attributing Fake Images to GANs: Analyzing Fingerprints in Generated Images Technical Report 2018. Links | BibTeX | Tags: 2018 @techreport{yu18arxiv,
title = {Attributing Fake Images to GANs: Analyzing Fingerprints in Generated Images},
author = {Ning Yu and Larry Davis and Mario Fritz},
url = {https://arxiv.org/abs/1811.08180
https://arxiv.org/pdf/1811.08180.pdf},
year = {2018},
date = {2018-11-21},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Lucjan Hanzlik; Yang Zhang; Kathrin Grosse; Ahmed Salem; Max Augustin; Michael Backes; Mario Fritz MLCapsule: Guarded Offline Deployment of Machine Learning as a Service Technical Report arXiv:1808.00590 [cs.CR], 2018. Links | BibTeX | Tags: 2018 @techreport{hanzlik18arixv,
title = {MLCapsule: Guarded Offline Deployment of Machine Learning as a Service},
author = {Lucjan Hanzlik and Yang Zhang and Kathrin Grosse and Ahmed Salem and Max Augustin and Michael Backes and Mario Fritz},
url = {https://arxiv.org/abs/1808.00590
https://arxiv.org/pdf/1808.00590.pdf},
year = {2018},
date = {2018-08-03},
type = {arXiv:1808.00590 [cs.CR]},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Hosnieh Sattar; Gerard Pons-Moll; Mario Fritz Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources Technical Report arXiv:1807.03235, 2018. Links | BibTeX | Tags: 2018 @techreport{sattar18arxiv,
title = {Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources},
author = {Hosnieh Sattar and Gerard Pons-Moll and Mario Fritz},
url = {//arxiv.org/abs/1807.03235
//arxiv.org/pdf/1807.03235.pdf
},
year = {2018},
date = {2018-07-10},
type = {arXiv:1807.03235},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Ahmed Salem; Yang Zhang; Mathias Humbert; Mario Fritz; Michael Backes ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models Technical Report arXiv:1806.01246 [cs.CR], 2018. Links | BibTeX | Tags: 2018 @techreport{salem18arxiv,
title = {ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models},
author = {Ahmed Salem and Yang Zhang and Mathias Humbert and Mario Fritz and Michael Backes},
url = {https://arxiv.org/abs/1806.01246
https://arxiv.org/pdf/1806.01246.pdf
},
year = {2018},
date = {2018-06-05},
type = {arXiv:1806.01246 [cs.CR]},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
| Rakshith Shetty; Mario Fritz; Bernt Schiele Adversarial Scene Editing: Automatic Object Removal from Weak Supervision Technical Report 2018. Links | BibTeX | Tags: 2018 @techreport{rakshith18arxiv,
title = {Adversarial Scene Editing: Automatic Object Removal from Weak Supervision},
author = {Rakshith Shetty and Mario Fritz and Bernt Schiele},
url = {https://arxiv.org/abs/1806.01911
https://arxiv.org/pdf/1806.01911.pdf},
year = {2018},
date = {2018-06-05},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
| Edgar Tretschk; Seong Joon Oh; Mario Fritz Sequential Attacks on Agents for Long-Term Adversarial Goals Technical Report arXiv:1805.12487, 2018. Links | BibTeX | Tags: 2018 @techreport{tretschk18arxiv,
title = {Sequential Attacks on Agents for Long-Term Adversarial Goals},
author = {Edgar Tretschk and Seong Joon Oh and Mario Fritz},
url = {https://arxiv.org/abs/1805.12487
https://arxiv.org/pdf/1805.12487.pdf
},
year = {2018},
date = {2018-05-31},
type = {arXiv:1805.12487},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Tribhuvanesh Orekondy; Seong Joon Oh; Bernt Schiele; Mario Fritz Understanding and Controlling User Linkability in Decentralized Learning Technical Report arXiv:1805.05838 [cs.CR], 2018. Links | BibTeX | Tags: 2018 @techreport{tribhu18arxiv,
title = {Understanding and Controlling User Linkability in Decentralized Learning},
author = {Tribhuvanesh Orekondy and Seong Joon Oh and Bernt Schiele and Mario Fritz},
url = {https://arxiv.org/abs/1805.05838
https://arxiv.org/pdf/1805.05838.pdf},
year = {2018},
date = {2018-05-16},
type = {arXiv:1805.05838 [cs.CR]},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Qianru Sun; Ayush Tewari; Weipeng Xu; Mario Fritz; Christian Theobalt; Bernt Schiele A Hybrid Model for Identity Obfuscation by Face Replacement Technical Report arXiv:1804.04779 [cs.CV], 2018. Links | BibTeX | Tags: 2018 @techreport{sun18arxiv,
title = {A Hybrid Model for Identity Obfuscation by Face Replacement},
author = {Qianru Sun and Ayush Tewari and Weipeng Xu and Mario Fritz and Christian Theobalt and Bernt Schiele},
url = {https://arxiv.org/abs/1804.04779
https://arxiv.org/pdf/1804.04779.pdf},
year = {2018},
date = {2018-04-13},
type = {arXiv:1804.04779 [cs.CV]},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
 | Maxim Maximov; Tobias Ritschel; Mario Fritz Deep Appearance Maps Technical Report arXiv:1804.00863 [cs.CV], 2018. Links | BibTeX | Tags: 2018 @techreport{maximov18arxiv,
title = {Deep Appearance Maps},
author = {Maxim Maximov and Tobias Ritschel and Mario Fritz},
url = {https://arxiv.org/abs/1804.00863
https://arxiv.org/pdf/1804.00863.pdf},
year = {2018},
date = {2018-04-03},
type = {arXiv:1804.00863 [cs.CV]},
keywords = {2018},
pubstate = {published},
tppubtype = {techreport}
}
|
