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2019

Journal Articles

MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation

Xucong Zhang; Yusuke Sugano; Mario Fritz; Andreas Bulling

MPIIGaze: Real-World Dataset and Deep Appearance-Based Gaze Estimation Journal Article

In: Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2019.

Links | BibTeX | Tags: 2017, 2018, 2019

2018

Journal Articles

Advanced Steel Microstructural Classification by Deep Learning Methods

Seyedmajid Azimi; Dominik Britz; Michael Engstler; Mario Fritz; Frank Mücklich

Advanced Steel Microstructural Classification by Deep Learning Methods Journal Article

In: Scientific Reports, 2018.

Links | BibTeX | Tags: 2018

Reflectance and Natural Illumination from Single-Material Specular Objects Using Deep Learning

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

In: Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018.

BibTeX | Tags: 2017, 2018

Proceedings Articles

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision

Rakshith Shetty; Mario Fritz; Bernt Schiele

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision Proceedings Article

In: Neural Information Processing Systems (NIPS), 2018.

Links | BibTeX | Tags: 2018

Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes

Yang He; Bernt Schiele; Mario Fritz

Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out Codes Proceedings Article

In: European Conference on Computer Vision (ECCV), 2018.

Links | BibTeX | Tags: 2018

A Hybrid Model for Identity Obfuscation by Face Replacement

Qianru Sun; Ayush Tewari; Weipeng Xu; Mario Fritz; Christian Theobalt; Bernt Schiele

A Hybrid Model for Identity Obfuscation by Face Replacement Proceedings Article

In: European Conference on Computer Vision, 2018.

Links | BibTeX | Tags: 2018

Answering Visual What-If Questions: From Actions to Predicted Scene Descriptions

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 Proceedings Article

In: Visual Learning and Embodied Agents in Simulation Environments Workshop at European Conference on Computer Vision, 2018.

Links | BibTeX | Tags: 2018

Sequential Attacks on Agents for Long-Term Adversarial Goals

Edgar Tretschk; Seong Joon Oh; Mario Fritz

Sequential Attacks on Agents for Long-Term Adversarial Goals Proceedings Article

In: 2. ACM Computer Science in Cars Symposium -- Future Challenges in Artificial Intelligence & Security for Autonomous Vehicles, 2018.

BibTeX | Tags: 2018

A4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translation

Rakshith Shetty; Bernt Schiele; Mario Fritz

A4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translation Proceedings Article

In: 27th USENIX Security Symposium (USENIX Security 18), 2018.

Links | BibTeX | Tags: 2018

Accurate and Diverse Sampling of Sequences based on a “Best of Many” Sample Objective

Apratim Bhattacharyya; Bernt Schiele; Mario Fritz

Accurate and Diverse Sampling of Sequences based on a “Best of Many” Sample Objective Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Links | BibTeX | Tags: 2018

Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images

Tribhuvanesh Orekondy; Mario Fritz; Bernt Schiele

Connecting Pixels to Privacy and Utility: Automatic Redaction of Private Information in Images Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Links | BibTeX | Tags: 2018

Natural and Effective Obfuscation by Head Inpainting

Qianru Sun; Liqian Ma; Seong Joon Oh; Luc Van Gool; Bernt Schiele; Mario Fritz

Natural and Effective Obfuscation by Head Inpainting Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Links | BibTeX | Tags: 2018

Disentangled Person Image Generation

Liqian Ma; Qianru Sun; Stamatios Georgoulis; Luc Van Gool; Bernt Schiele; Mario Fritz

Disentangled Person Image Generation Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Links | BibTeX | Tags: 2018

Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty

Apratim Bhattacharyya; Mario Fritz; Bernt Schiele

Long-Term On-Board Prediction of People in Traffic Scenes under Uncertainty Proceedings Article

In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Links | BibTeX | Tags: 2018

Towards Reverse-Engineering Black-Box Neural Networks

Seong Joon Oh; Max Augustin; Bernt Schiele; Mario Fritz

Towards Reverse-Engineering Black-Box Neural Networks Proceedings Article

In: Internation Conference on Representation Learning (ICLR), 2018.

Links | BibTeX | Tags: 2018

Long-Term Image Boundary Prediction

Apratim Bhattacharyya; Mateusz Malinowski; Bernt Schiele; Mario Fritz

Long-Term Image Boundary Prediction Proceedings Article

In: Association for the Advancement of Artificial Intelligence (AAAI), 2018.

Links | BibTeX | Tags: 2018

Technical Reports

Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation

Rakshith Shetty; Bernt Schiele; Mario Fritz

Not Using the Car to See the Sidewalk: Quantifying and Controlling the Effects of Context in Classification and Segmentation Technical Report

arXiv:1812.06707, 2018.

Links | BibTeX | Tags: 2018

Knockoff Nets: Stealing Functionality of Black-Box Models

Tribhuvanesh Orekondy; Bernt Schiele; Mario Fritz

Knockoff Nets: Stealing Functionality of Black-Box Models Technical Report

arXiv:1812.02766, 2018.

Links | BibTeX | Tags: 2018

Attributing Fake Images to GANs: Analyzing Fingerprints in Generated Images

Ning Yu; Larry Davis; Mario Fritz

Attributing Fake Images to GANs: Analyzing Fingerprints in Generated Images Technical Report

2018.

Links | BibTeX | Tags: 2018

MLCapsule: Guarded Offline Deployment of Machine Learning as a Service

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

Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources

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

ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

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

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision

Rakshith Shetty; Mario Fritz; Bernt Schiele

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision Technical Report

2018.

Links | BibTeX | Tags: 2018

Sequential Attacks on Agents for Long-Term Adversarial Goals

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

Understanding and Controlling User Linkability in Decentralized Learning

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

A Hybrid Model for Identity Obfuscation by Face Replacement

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

Deep Appearance Maps

Maxim Maximov; Tobias Ritschel; Mario Fritz

Deep Appearance Maps Technical Report

arXiv:1804.00863 [cs.CV], 2018.

Links | BibTeX | Tags: 2018