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Matthias Reso - Temporally Consistent Superpixels

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Matthias Reso

Temporally Consistent Superpixels

Reihe: Informatik/ Kommunikation

Band 861 2018

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Bibliography S. 109-122

„… . Simons, and G. Sapiro. Video snapcut: Robust video object cutout using localized classifiers. In …” „… of objects in nd images. In Proceedings of the IEEE 110 Bibliography International Conference on …” „… . Clerc, and P. Pérez. Multi-view object segmentation in space and time. In Proceedings of the IEEE …”

Introduction S. 1-9

„… superpixels are widely spread and include e.g. video segmentation [48, 31], tracking [91], multi-view object …” „… the grid structure of the capturing device. This is due to the fact that natural contours of objects …” „… segmentation is created which in general contains more segments than visible object parts. Simultaneously, it …”

Conclusions S. 105-108

„… automatically adapted to object boundaries. Among the fastest and best performing approaches for single images …” „… to fast object movements. A contour evolving optimization ensures the spatial coherency of the …” „… of tracked features points. Through the tracking of the feature points the triangle mesh is deformed …”

Experimental Results S. 64-104

„… crossed this leads to an error in the final segmentation. For other applications such as object tracking …” „… object tracking and ROI video coding as it better links image regions over time. The latter has e.g. been …” „… how well the segmentation boundaries comply with the visual outlines of objects in the scene. On the …”

Superpixels with Temporal Consistency S. 34-45

„… encouraged. In particular, for applications like object tracking in surveillance videos this property is …” „… objects are considered as e.g. the table tennis ball in the depicted scene. The three figures in the top …” „… color space. In the following, it is assumed that the appearance of an object is – in a first …”

Superpixel Propagation and Handling of Structural Changes S. 46-63

„… introduced to handle structural changes inherent in the video volume which are introduced by object- or …” „… superpixel. In this case, the superpixel could change from being part of the foreground object to being part …” „… of the background. This is especially the case in video sequences with large object motion or camera …”

Fundamentals S. 10-33

„… given by a user such as a region of interest or a set of images containing the same object, like in the …” „… segmentation) or into multiple segments (multi-label segmentation). In the latter case, multiple objects or …” „… instances of an object class exist and each gets assigned its own label. Another scenario is that different …”

Titelei/Inhaltsverzeichnis

„… semantic video segmentation or video-based object tracking. A framework is proposed to segment video …”

doi.org/10.51202/9783186861108

VDI Wissensforum GmbH - SIMVEC – Simulation und Erprobung in der Fahrzeugentwicklung

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VDI Wissensforum GmbH (Hrsg.)

SIMVEC – Simulation und Erprobung in der Fahrzeugentwicklung

Reihe: VDI-Berichte

Band 2333 2018

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J. Neumann, T. Tentrup, T. Weck How to calibrate and test advanced driver assistance and autonomous driving systems EoL – From development into the end-of-line S. 527-542

„… sensors installed, sensor fusion, object tracking, path planning and AI features as implemented by the …” „… complete system is checked to make sure that objects are detected, the right decisions are being made by …” „… information is plausibility checked and shared to detect objects, warn the driver and initiate vehicle …”

M. Bruschetta, D. Minen Assisted and Autonomous Driving on Driving Simulators – Advanced features to make Dynamic Driving Simulators suitable for studies on Assisted and Autonomous Driving S. 671-684

„… , trajectory planning and tracking, humanrobot co-existence, human monitoring. If we consider the aspects more …” „… (object avoidance); Assessment of the driver/passenger comfort by monitoring some key …” „… platform a greater acceleration peak is achievable. In Fig. 5c and 5d the excellent tracking performance …”

doi.org/10.51202/9783181023334

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VDI Wissensforum GmbH (Hrsg.)

USEWARE 2016

Reihe: VDI-Berichte

Band 2271 2016

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N. Streitz Opportunities and Risks of Digitalization in the Context of Smart Hybrid Cities and Airports S. 5-14

„… ). It will become more and more difficult to avoid object and person tracking, because soon all objects …” „… opportunities based on the availability of information about people as well as states of urban objects. “Smart …” „… other mobile as well as stationary objects. These lists are not intended to be complete. They only …”

doi.org/10.51202/9783181022719

VDI Wissensforum GmbH - Fahrerassistenzsysteme und automatisiertes Fahren

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VDI Wissensforum GmbH (Hrsg.)

Fahrerassistenzsysteme und automatisiertes Fahren

Reihe: VDI-Berichte

Band 2394 2022

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T. Moers, C. Klas, A. Zlocki, L. Vater Real World Scenarios for the Safety Validation and Development of Highly Automated Driving Functions S. 121-130

„… a bird's eye view. With the help of state-of-the-art object detection and tracking algorithms, the …” „… process from the aerial VDI-Berichte Nr. 2394, 2022124video footage. Due to the deep learning and tracking …” „… systems that can provide reference objects. These reference systems must have even higher accuracies than …”

T. F. Horeis, F. Plinke, T. Kain, H. Tompits, R. C. Rinaldo, J. Heinrich Ein industrieübergreifender Überblick von fehlertoleranten Ansätzen in autonomen Systemen S. 89-108

„… components such as automatic navigation and automatic tracking capabilities have been added to support the …” „… interference with dynamic objects, such as crossing road vehicles [1]. In the railway industry, the …”

doi.org/10.51202/9783181023945

VDI Wissensforum GmbH - Fahrerassistenzsysteme und automatisiertes Fahren 2018

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VDI Wissensforum GmbH (Hrsg.)

Fahrerassistenzsysteme und automatisiertes Fahren 2018

Reihe: VDI-Berichte

Band 2335 2018

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M. Simon, S. Milz Echtzeit 3D Objekterkennung mit Punktwolken S. 125-136

„… , A.: You only look once: Unified realtime object detection. CoRR abs/1506.02640 (2015) [2] Redmon, J …” „… /1512.02325 (2015) [4] Ren, S., He, K., Girshick, R.B., Sun, J.: Faster R-CNN: towards real-time object …” „… ., Vasconcelos, N.: A unified multi-scale deep convolutional neural network for fast object detection. CoRR abs …”

M. Karg, C. Scharfenberger, R. Thiel Machine Learning for Vision-based Pedestrian Detection Achievements and Future Challenges S. 151-164

„… for vulnerable road users such as pedestrians. Tremendous improvement in vision-based object …” „… detection has been achieved within the past ten years. Research on object detection has been stimulated by …” „… data is available, including precise localization, occlusion, and distant objects. To foster research …”

D. Schneider, B. Schick, B. Huber, H. Lategahn Measuring method of function and quality of automated lateral control based on high-precision digital ”Ground Truth” maps S. 3-16

„… that the vehicle behavior and customer experience such as tracking performance, driver-vehicle …” „… sensor to tracking is possible. Position, direction and motion of the vehicle and its reference distance …” „… tracking. Particular attention was paid to the reuse of the original steering wheel with all functions …”

doi.org/10.51202/9783181023358

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