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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

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 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

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

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

BibTeX | Tags: 2017, 2018

Inproceedings

Adversarial Scene Editing: Automatic Object Removal from Weak Supervision

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

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

Internation Conference on Representation Learning (ICLR), 2018, (to appear).

Links | BibTeX | Tags: 2018

Long-Term Image Boundary Prediction

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

Technical Reports

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