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Can we cover navigational perception needs of the visually impaired by panoptic segmentation?

Jul 20, 2020
Wei Mao, Jiaming Zhang, Kailun Yang, Rainer Stiefelhagen

* 14 pages, 6 Figures, 2 tables 

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Detective: An Attentive Recurrent Model for Sparse Object Detection

Apr 25, 2020
Amine Kechaou, Manuel Martinez, Monica Haurilet, Rainer Stiefelhagen


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Deep Multimodal Feature Encoding for Video Ordering

Apr 05, 2020
Vivek Sharma, Makarand Tapaswi, Rainer Stiefelhagen

* IEEE International Conference on Computer Vision (ICCV) Workshop on Large Scale Holistic Video Understanding. The datasets and code are available at https://github.com/vivoutlaw/tcbp 

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Clustering based Contrastive Learning for Improving Face Representations

Apr 05, 2020
Vivek Sharma, Makarand Tapaswi, M. Saquib Sarfraz, Rainer Stiefelhagen

* To appear at IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2020 

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DS-PASS: Detail-Sensitive Panoramic Annular Semantic Segmentation through SwaftNet for Surrounding Sensing

Sep 17, 2019
Kailun Yang, Xinxin Hu, Hao Chen, Kaite Xiang, Kaiwei Wang, Rainer Stiefelhagen

* 6+1 pages, 10 figures, submitted to International Conference on Robotics and Automation (ICRA), 2020 

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Content and Colour Distillation for Learning Image Translations with the Spatial Profile Loss

Aug 01, 2019
M. Saquib Sarfraz, Constantin Seibold, Haroon Khalid, Rainer Stiefelhagen

* BMVC 2019 

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Holistic Large Scale Video Understanding

Apr 25, 2019
Ali Diba, Mohsen Fayyaz, Vivek Sharma, Manohar Paluri, Jurgen Gall, Rainer Stiefelhagen, Luc Van Gool


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DynamoNet: Dynamic Action and Motion Network

Apr 25, 2019
Ali Diba, Vivek Sharma, Luc Van Gool, Rainer Stiefelhagen


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Self-Supervised Learning of Face Representations for Video Face Clustering

Mar 03, 2019
Vivek Sharma, Makarand Tapaswi, M. Saquib Sarfraz, Rainer Stiefelhagen

* To appear at International Conference on Automatic Face and Gesture Recognition (2019) as an Oral. The datasets and code are available at https://github.com/vivoutlaw/SSIAM 

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Efficient Parameter-free Clustering Using First Neighbor Relations

Feb 28, 2019
M. Saquib Sarfraz, Vivek Sharma, Rainer Stiefelhagen

* CVPR 2019 

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Can Image Enhancement be Beneficial to Find Smoke Images in Laparoscopic Surgery?

Dec 27, 2018
Congcong Wang, Vivek Sharma, Yu Fan, Faouzi Alaya Cheikh, Azeddine Beghdadi, Ole Jacob Elle, Rainer Stiefelhagen

* In proceedings of IST, Color and Imaging Conference (CIC 26). Congcong Wang and Vivek Sharma contributed equally to this work and listed in alphabetical order 

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Informed Democracy: Voting-based Novelty Detection for Action Recognition

Oct 30, 2018
Alina Roitberg, Ziad Al-Halah, Rainer Stiefelhagen

* Published in BMVC 2018. First and second authors contributed equally to this work 

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Taming the Cross Entropy Loss

Oct 11, 2018
Manuel Martinez, Rainer Stiefelhagen


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Stereo 3D Object Trajectory Reconstruction

Aug 27, 2018
Sebastian Bullinger, Christoph Bodensteiner, Michael Arens, Rainer Stiefelhagen

* Under Review. arXiv admin note: text overlap with arXiv:1711.06136 

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Weakly Supervised Object Discovery by Generative Adversarial & Ranking Networks

Apr 17, 2018
Ali Diba, Vivek Sharma, Rainer Stiefelhagen, Luc Van Gool


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A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking

Apr 02, 2018
M. Saquib Sarfraz, Arne Schumann, Andreas Eberle, Rainer Stiefelhagen

* CVPR 2018: v2 (fixes, added new results on PRW dataset) 

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Classification Driven Dynamic Image Enhancement

Mar 28, 2018
Vivek Sharma, Ali Diba, Davy Neven, Michael S. Brown, Luc Van Gool, Rainer Stiefelhagen


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3D Trajectory Reconstruction of Dynamic Objects Using Planarity Constraints

Nov 16, 2017
Sebastian Bullinger, Christoph Bodensteiner, Michael Arens, Rainer Stiefelhagen

* 9 Pages, under review 

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Fashion Forward: Forecasting Visual Style in Fashion

Aug 03, 2017
Ziad Al-Halah, Rainer Stiefelhagen, Kristen Grauman

* ICCV 2017 

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Deep View-Sensitive Pedestrian Attribute Inference in an end-to-end Model

Jul 19, 2017
M. Saquib Sarfraz, Arne Schumann, Yan Wang, Rainer Stiefelhagen

* accepted BMVC 2017 

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Automatic Discovery, Association Estimation and Learning of Semantic Attributes for a Thousand Categories

Apr 12, 2017
Ziad Al-Halah, Rainer Stiefelhagen

* Accepted as a conference paper at CVPR 2017 

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Relaxed Earth Mover's Distances for Chain- and Tree-connected Spaces and their use as a Loss Function in Deep Learning

Nov 22, 2016
Manuel Martinez, Monica Haurilet, Ziad Al-Halah, Makarand Tapaswi, Rainer Stiefelhagen


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Recovering the Missing Link: Predicting Class-Attribute Associations for Unsupervised Zero-Shot Learning

Oct 15, 2016
Ziad Al-Halah, Makarand Tapaswi, Rainer Stiefelhagen

* Published as a conference paper at CVPR 2016 

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MovieQA: Understanding Stories in Movies through Question-Answering

Sep 21, 2016
Makarand Tapaswi, Yukun Zhu, Rainer Stiefelhagen, Antonio Torralba, Raquel Urtasun, Sanja Fidler

* CVPR 2016, Spotlight presentation. Benchmark @ http://movieqa.cs.toronto.edu/ Code @ https://github.com/makarandtapaswi/MovieQA_CVPR2016/ 

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Deep Perceptual Mapping for Cross-Modal Face Recognition

Jul 07, 2016
M. Saquib Sarfraz, Rainer Stiefelhagen

* This is the extended version (invited IJCV submission) with new results of our previous submission (arXiv:1507.02879) 

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How to Transfer? Zero-Shot Object Recognition via Hierarchical Transfer of Semantic Attributes

Apr 01, 2016
Ziad Al-Halah, Rainer Stiefelhagen

* Published as a conference paper at WACV 2015, modifications include new results with GoogLeNet features 

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What's the point? Frame-wise Pointing Gesture Recognition with Latent-Dynamic Conditional Random Fields

Oct 20, 2015
Christian Wittner, Boris Schauerte, Rainer Stiefelhagen


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Deep Perceptual Mapping for Thermal to Visible Face Recognition

Jul 10, 2015
M. Saquib Sarfraz, Rainer Stiefelhagen

* BMVC 2015 (oral) 

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On the Distribution of Salient Objects in Web Images and its Influence on Salient Object Detection

Jan 10, 2015
Boris Schauerte, Rainer Stiefelhagen

* PLoS ONE 10 (2015) 

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