„… the previous state by releasing the operator, or transition to one of the operation features. 5.3 …” „… Intelligent Automated Driving Features for Refuse Collection Vehicles Hybrid automated diving …” „… the lack of skilled truck drivers by implementation of smart automated Driving features – This is one …”

„… software driven developments, controlling the functions and automating the features of the vehicle. Today …” „… central usage and analysis of the vehicles data flows and features. It allows on today the driver a …” „… the visions of new features and business models are still rising. The well-known trends of Internet …”

„… followed by an overview of the state of the art field of feature modeling and selection of variants …” „… approaches do not scale for very large feature models. An example of a state-of-the-art greedy algorithm is …” „… of feature interactions. The same applies to the local-search technique uniform random sampling (URS …”

„… doors and HVAC1 control. 1 State of the Art and Motivation for data driven technologies 1.1 …” „… high-performance and efficient local transport, it makes sense to adjust the transport volume depending on the …” „… data analytics and a prediction of the state of one component or system during the on-going operation …”

„… resolution surround camera, uncompressed Bandwidth required Feature Evolution VDI-Berichte Nr. 2380 …” „… Conclusion Agenda VDI-Berichte Nr. 2380, 2021 211 Truck-Trailer Link Protocol Stack State of Discussion in …” „… – Virtual Local Area Network • IEEE 802.1AB – Link-Layer Discovery Protocol (LLDP) • IEEE 1722 – Layer 2 …”

„… design concept but are developed according to local requirements. AxTrax AVE is the ZF electrical …” „… volume-production product. CeTrax lite is the ZF central drive for LCV. This product features an induction motor …” „… components and parts as well as proven design features in hardware has a major impact on development time …”

„… . The simple cell/complex cell feature extraction outperforms the state-of-the-art HOG/ HOF descriptors …” „… features (VNMF) are summarized and critically discussed. Finally, the shortcomings of the proposed …” „… local minima related to basis vectors that resemble prototypical input parts. This behavior is further …”

„… basis vectors to state-of-the-art features extractors independent of the figure-centering and optical …” „… The learned pattern features outperform the designed state-of-the-art HOG/HOF descriptors …” „… VNMF algorithm (J = 16, mRFS = 16×16) compared to state-of-the-art HOG/HOF features and related work …”

„… the compact representation of local gradient or optical flow structures. Popular feature descriptors …” „… the feature dimension. 5.3.3 Relation to HOG/HOF Descriptor The VNMF patterns resemble explicit local …” „… blocks, i.e. the local topological information in the image. 5.3 VNMF as Feature Descriptor 115 Fig. 5.22 …”

„… between two frames ∆T is so small that the motion V of each pixel is smaller than the change in the local …” „… rigid objects, there is the assumption Assumption 4.3 (Rigid Object Motion). On a local scale, pixels of …” „… model only for local regions.I.e. with the projection equations it can be shown that rigid objects …”

„… possible to say whether a class is specific because of small local features, or a full body pose or even a …” „… features for a classification hierarchy. In short, the goal for these learning algorithms in this thesis is …” „… : class specific key poses. Right: class specific sequences. 1.1.2 Discriminative Features A major …”

„… state-of-the-art HOG/HOF [21] features are discussed in chapter 5. In the final layer the pooled activations of …” „… , feature extraction for optical flow and gradient information. In the following a short review of …” „… states, all while whatching only lighted dots, without an explicitly represented shape or texture, as …”

„… feature type to recognize human actions from video data. By combining the benefit of Volume Local Binary …” „… (AVSS), 2014 Volume Local Binary Patterns are a well-known feature type to describe object …” „… constructed by a histogram computation. Volume Local Binary Patterns are a feature type to describe object …”

„… thread-local feature pools that are directly supplied with features by the feature factory of the master node …” „… is the research on new feature types that are applied in the learning of object detectors. Hence …” „… , Chapter 7 introduces two complementary feature types and demonstrates the benefit of learning a mixed …”

„… Theory, 28(2):129–137, 1982. [99] D. Lowe. Object recognition from local scale-invariant features. In …” „… . Dollar, and P. Perona. Quickly Boosting Decision Trees - Pruning Underachieving Features Early. In …” „… . [11] L. E. Baum and T. Petrie. Statistical inference for probabilistic functions of finite state …”

„… Chapter 3Fundamentals 28 3.1 Common Features This chapter presents fundamentals the thesis builds …” „… on. Common feature types are introduced that are well established in machine learning for visual …” „… performance measures for detectors is given. 3.1 Common Features In this section, two feature types are …”

„… images, essentially calculating intensity differences between local areas. Hence, this feature type …” „… this performance by utilizing significantly less features. A comparison to state-of-the-art methods is …” „… Chapter 7Multi-Feature Mining for Detector Learning 90 Chapter 7 deals with feature mining methods …”

„… inference. All these features are derived from motion states of each VOI, individually. Vehicle …” „… , for each sensed object, a local estimate of its state vector X(target): X(target) = [x,y,θ ,v]T (1 …” „… construct a set of significant features for maneuver classification via Boosted Decision Trees. The future …”

„… function is replaced with multiple functions which target on precise approximation of each local area …” „… optimization, the initial optimal sequences of the control variable , _ , … , , _ and state variable …” „… control step . Due to this good feature of MPC, EACC reduces the fuel consumption of the host car by 8.9 …”

„… feature-only approaches, the separation of global and local motion has similar problems. If the model is …” „… information of the camera, a model of the structure of the image background is needed to differentiate local …” „… distinguish local object and global background motion vectors. To improve the detection, the approximation …”

„… the (sparse) optical flow taken from tracked feature points. Hereby, the state-of-the-art RANSAC …” „… : State-of-the-art classification results, difference to the manual labeling. Green is the feature location, a yellow …” „… buildings and non-static motion such as moving objects or false tracks on a feature basis. The feature …”

„… or gradients in a surrounding window. As for SIFT, the location of a feature is defined by a local …” „… points in a local surrounding of size df of the removed feature are also removed to prevent clustering of …” „… local camera coordinates on the other hand. Following this, the pinhole camera model is presented as a …”

„… L. Van Gool. Speeded-Up Robust Features (SURF). Journal of Computer Vision and Image Understanding …” „… : Combining local and global optic flow methods. International Journal of Computer Vision, 61:211–231, 2005 …” „… / products/non-commercial/voodoo-camera-tracker. [39] S. Lazebnik, C. Schmid, and J. Ponce. Semi-Local Affine Parts for Object Recognition. In …”

„… using a homography, as introduced in Chapter 2.5. This is a state-of-the-art global motion model in …” „… and orientation of the local camera coordinate system are given by the center of projection C of the …” „… states that if the triangle P̃hP̃′hP̃0 is similar to the triangle CP̃′hN as well as the triangle CP̃hP̃h …”