Are we ready for autonomous driving? the kitti vision benchmark suite

A Geiger, P Lenz, R Urtasun - 2012 IEEE conference on …, 2012 - ieeexplore.ieee.org
Today, visual recognition systems are still rarely employed in robotics applications. Perhaps
one of the main reasons for this is the lack of demanding benchmarks that mimic such …

Higher-order total variation approaches and generalisations

K Bredies, M Holler - Inverse Problems, 2020 - iopscience.iop.org
Over the last decades, the total variation (TV) has evolved to be one of the most broadly-
used regularisation functionals for inverse problems, in particular for imaging applications …

Piecewise rigid scene flow

C Vogel, K Schindler, S Roth - Proceedings of the IEEE …, 2013 - cv-foundation.org
Estimating dense 3D scene flow from stereo sequences remains a challenging task, despite
much progress in both classical disparity and 2D optical flow estimation. To overcome the …

Massively parallel Lucas Kanade optical flow for real-time video processing applications

A Plyer, G Le Besnerais, F Champagnat - Journal of Real-Time Image …, 2016 - Springer
This paper deals with dense optical flow estimation from the perspective of the trade-off
between quality of the estimated flow and computational cost which is required by real-world …

Robust monocular epipolar flow estimation

K Yamaguchi, D McAllester… - Proceedings of the IEEE …, 2013 - openaccess.thecvf.com
We consider the problem of computing optical flow in monocular video taken from a moving
vehicle. In this setting, the vast majority of image flow is due to the vehicle's ego-motion. We …

Driving high-resolution facial scans with video performance capture

G Fyffe, A Jones, O Alexander, R Ichikari… - ACM Transactions on …, 2014 - dl.acm.org
We present a process for rendering a realistic facial performance with control of viewpoint
and illumination. The performance is based on one or more high-quality geometry and …

Multimodal information fusion for urban scene understanding

P Xu, F Davoine, JB Bordes, H Zhao… - Machine Vision and …, 2016 - Springer
This paper addresses the problem of scene understanding for driver assistance systems. To
recognize the large number of objects that may be found on the road, several sensors and …

Flow and color inpainting for video completion

M Strobel, J Diebold, D Cremers - … , September 2-5, 2014, Proceedings 36, 2014 - Springer
We propose a framework for temporally consistent video completion. To this end we
generalize the exemplar-based inpainting method of Criminisi et al.[7] to video inpainting …

Optical flow estimation with channel constancy

L Sevilla-Lara, D Sun, EG Learned-Miller… - Computer Vision–ECCV …, 2014 - Springer
Large motions remain a challenge for current optical flow algorithms. Traditionally, large
motions are addressed using multi-resolution representations like Gaussian pyramids. To …

A filter formulation for computing real time optical flow

JD Adarve, R Mahony - IEEE Robotics and Automation Letters, 2016 - ieeexplore.ieee.org
Dense optical flow is a crucial visual cue for obstacle avoidance and motion control for
robotic systems functioning in complex unstructured environments. In order to compute …