I am a senior researcher at the Smart Sensing and Vision Group, Advanced Technical Center – Israel, General Motors Research. My research interests are in computer vision, machine learning and object recognition.
I am mainly interested in the task of object image understanding, and specifically in learning models for classification and interpretation in unsupervised and online settings.
7 Hamada St, Herzliya 46725, Israel
Office Phone: +972-9-9720623
New! The Stixel dataset (zip) described in our BMVC15 paper is now available for download. See Readme.txt in the archive file for details on reading the data and matching it to corresponding raw images from the KITTI dataset. Please cite the paper if you are using the dataset in a publication.
New! GM-ATCI Rear-view pedestrian dataset is available.
To Appear in proceedings of BMVC 2015. PDF, Poster, Presentation at IMVC2016
Tracking and motion cues for rear-view pedestrian detection. Dan Levi and Shai Silberstein. To Appear in proceedings of IEEE Intelligent Transporation Systems Conference (ITSC) 2015. PDF
Francisco Vicente, Zehua Huang, Xuehan Xiong, Fernando De la Torre, Wende Zhang, and Dan Levi. In IEEE Transactions on Intelligent Transportation Systems, , vol.16, no.4, pp.2014-2027, Aug. 2015. PDF
Vision-Based Pedestrian Detection for Rear-View Cameras. Shai Silberstein, Dan Levi, Victoria Kogan and Ran Gazit. IEEE Intelligent Vehicles Symposium 2014. PDF
Locally orderless tracking. Shaul Oron, Aharon Bar-Hillel, Dan Levi and Shai Avidan. Internaltional Journal of Computer Vision (IJCV) 2014. Publication link
Fast multiple-part based object detection using KD-Ferns. Dan Levi, Shai Silbersterin, Aharon Bar-Hillel. CVPR 2013. PDF
Locally orderless tracking. Shaul Oron, Aharon Bar-Hillel, Dan Levi and Shai Avidan. CVPR 2012. PDF
Recent progress in road and lane detection: a survey. Aharon Bar-Hillel, Ronen Lerner, Dan Levi and Guy Raz. Machine Vision and Applications. PDF
Parts-based object recognition seeded by frequency-tuned saliency for Child Detection in Active Safety. Shinko Y. Cheng, Jose Molineros, Yuri Owechko, Dan Levi, and Wende Zhang, , in IEEE Intelligent Transportation Systems Conference, (ITSC) 2012. (pdf)
Jose Molineros, Shinko Y. Cheng, Yuri Owechko, Dan Levi, and Wende Zhang, in Computer Vision in Vehicular Technology: From Earth to Mars, In Conjunction with ECCV, 2012. (pdf)
Fusing visual and range imaging for object class recognition. Aharon Bar-Hillel, Dmitri Hanukaev, Dan Levi. ICCV 2011. PDF
Part-based feature synthesis for human detection. Aharon Bar-Hillel, Dan Levi, Eyal Krupka, Chen Goldberg. ECCV 2010. PDF Appendix PFS Code
Learning to classify by ongoing feature selection. Levi D., Ullman S. Image and Vision Computing, Volume 28, Issue 4, April 2010, Pages 715-723. PDF
Learning complex object-class models in natural conditions. Levi, D.. PhD Dissertation. PDF
Learning model complexity in an online environment. Levi D., Ullman S. In Proceesings, CRV 2009:260-267 (Won best paper prize).PDF
Combined model for detecting, localizing, interpreting and recognizing faces.Michael D., Karlinsky, L., Levi D., Ullman S. Workshop on face detection and recognition, ECCV 2008. PDF
Unsupervised Classification and localization by consistency amplification. Karlinsky, L., Michael D., Levi D., Ullman S. ECCV (2) 2008: 321-335. PDF
Learning to classify by ongoing feature selection. Levi D., Ullman S. CRV, 2006: 1 (Won best paper prize). PDF
A Neural Network Model for Fragment Based Classification. Levi D. Master Thesis. 2004. PDF
Predictive Feature Selection for SVM (PFS-SVM). Matlab Code