Seeking the strongest rigid detector

R Benenson, M Mathias… - Proceedings of the …, 2013 - openaccess.thecvf.com
… From an already strong baseline up to our final detector, on … Single rigid template In this
paper we focus on the lower level … use a single rigid template per candidate detection window. …

Face detection without bells and whistles

M Mathias, R Benenson, M Pedersoli… - Computer Vision–ECCV …, 2014 - Springer
… of rigid templates (ie without deformable parts). – We explore which aspects of such rigid
detector … of our detector, and in section 5.5 we describe a stronger detector than our baseline. …

Deep learning strong parts for pedestrian detection

Y Tian, P Luo, X Wang, X Tang - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
… We consider pedestrian as a rigid object and define a human body grid of 2m × m, where
2m and m indicate the numbers of cells in horizontal and vertical direction, respectively. Each …

Local decorrelation for improved pedestrian detection

W Nam, P Dollár, JH Han - Advances in neural information …, 2014 - proceedings.neurips.cc
… remain extraordinarily successful for fast rigid object detection, achieving top accuracy on
numerous datasets. While effective, most boosted detectors use decision trees with orthogonal …

Pedestrian detection for driving assistance systems: Single-frame classification and system level performance

A Shashua, Y Gdalyahu… - IEEE Intelligent Vehicles …, 2004 - ieeexplore.ieee.org
strong inward motion regardless of shape classification), robust tracking (which can handle
non-rigid motion … clusters) is much more powerful than seeking a stronger local discriminant - …

Detecting surgical tools by modelling local appearance and global shape

D Bouget, R Benenson, M Omran… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
… , the medical technology community seeks to augment the … and its strong performance (shown
for pedestrian detection [32]). … a specific tool using a single rigid template. This template is …

Local decorrelation for improved detection

W Nam, P Dollár, JH Han - arXiv preprint arXiv:1406.1134, 2014 - arxiv.org
… remain extraordinarily successful for fast rigid object detection, achieving top accuracy on
numerous datasets. While effective, most boosted detectors use decision trees with orthogonal …

Learning complexity-aware cascades for deep pedestrian detection

Z Cai, M Saberian… - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
… pedestrian detection, contradicting their recognition and classification performance [17…
seeking an algorithm for optimal cascade learning under a criterion that penalizes both detection

Procrustean decomposition for orthogonal cascade detection

K Duan, W Wang, T Yu - 2016 IEEE Winter Conference on …, 2016 - ieeexplore.ieee.org
rigid template detector with a feature pooling scheme, and applies sliding window search to
achieve very strong … We seek for reconstructions of a pre-trained object detector and enforce …

Detection of traffic signs in real-world images: The German Traffic Sign Detection Benchmark

S Houben, J Stallkamp, J Salmen… - … joint conference on …, 2013 - ieeexplore.ieee.org
detection, improving over most existing methods [35], [36]. Since traffic signs are rigid objects
designed to be recognizable, a detector … and will hopefully take a strong influence on the …