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Medical Image Segmentation using Level Sets and Dictionary Learning

Saif Dawood Salman Al-Shaikhli

Reihe: Elektrotechnik

Band 415 2016

Treffer in den folgenden Teilen:

Coupled Dictionary Learning For Image Segmentation S. 51-82

„… 51 4 Coupled Dictionary Learning For Image Segmentation In this chapter, we present a general …” „… framework for automatic segmentation. This framework is based on coupling two images in term of their voxel …” „… segmentation problem. The second part introduces a feature-voxel-based coupling method. This method is applied …”

Topological Prior For Image Segmentation and Classification S. 29-50

„… 29 3 Topological Prior For Image Segmentation and Classification 3.1 Image Segmentation Using Level …” „… Set Formulation with Topological Prior Multi-region image segmentation is a major task in medical …” „… resolution and weak contrast, image segmentation is difficult, specially, in the presence of noise and …”

Level-Set Segmentation Using a Dictionary Learning Approach S. 83-104

„… 83 5 Level-Set Segmentation Using a Dictionary Learning Approach In some segmentation problems …” „… , considering only the local or global image information is infeasible to provide an accurate segmentation …” „… show how the combination of local and global image information can improve segmentation. We will call …”

Conclusions S. 105-107

„… analyze such medical data. Many tasks such as segmentation and classification require information about …” „… the actual anatomical organ segmentation. Hence, multi-region segmentation has become a classic …” „… image segmentation has been widely studied over the last ten years. Many algorithms have been proposed …”

Introduction S. 1-10

„… 1 1 Introduction Image segmentation can be defined as the problem of partitioning an image into …” „… recognition etc., it is of general interest to design robust and fast segmentation methods. However, there is …” „… no general method for solving all segmentation problems. Instead, the segmentation methods have to be …”

Bibliography S. 108-126

„… Segmentation Using Sparse Coding and Dictionary Learning. Biomedical Engineering / Biomedizinische Technik …” „… Segmentation Using Feature-Constrained Mahalanobis Distance in CT Images. Biomedical Engineering …” „… . Yang, B. Rosenhahn. Automatic 3D Liver Segmentation Using Sparse Representation of Global and Local …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… Reihe 21 Medical Image Segmentation using Level Sets and Dictionary Learning Institut für …” „… Seite 1 Medical Image Segmentation using Level Sets and Dictionary Learning Von der Fakultät für …” „… Fortschritt-Berichte VDI Medical Image Segmentation using Level Sets and Dictionary Learning Saif Dawood Salman …”

Background S. 11-28

„… segmentation using MRI and CT scan images is presented. Then, the classical level set and dictionary learning …” „… Image Segmentation In general, image segmentation is the problem of partitioning an image in a …” „… semantically meaningful way. This somewhat ambiguous definition implies the generality of the segmentation …”

doi.org/10.51202/9783186415219

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Plant Classification and Position Estimation for Autonomous Field Robots

Sebastian Haug

Reihe: Informatik/ Kommunikation

Band 870 2020

Treffer in den folgenden Teilen:

Multispectral Image Acquisition and Vegetation Segmentation S. 24-39

„… 3 Multispectral Image Acquisition and Vegetation Segmentation This chapter introduces the image …” „… acquisition methodology and the developed vegetation segmentation method. For plant classification a …” „… . Figure 3.1: Sample image (color channel, left) and result of vegetation segmentation (right). These …”

Conclusion S. 129-138

„… class and vegetation segmentation annotations was published together with a paper. The developed …” „… computer vision system comprises three major components: Image acquisition and vegetation segmentation …” „… . Multispectral Image Acquisition and Vegetation Segmentation A beam splitting multispectral camera setup is …”

Introduction S. 1-8

„… , plant segmentation based methods try to initially segment the field image into blobs that represent …” „… treated. Third, cell-based methods avoid segmentation and tessellate the whole image into non overlapping …” „… as well as grow close to weed plants. Furthermore, the plant segmentation and cell-based methods …”

Titelei/Inhaltsverzeichnis S. I-XII

„… error-prone plant or leaf segmentation. The plant position estimation pipeline solves the generic problem of …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 23 3 Multispectral Image Acquisition and Vegetation Segmentation 24 3.1 Multispectral Field Image …” „… Acquisition . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 3.2 Vegetation Segmentation …”

Plant Position Estimation S. 70-95

„… . Prior segmentation into individual plants or leaves is not reliably feasible in 70 5.1 Related Work …” „… outdoor field environments (see Section 3.2). Therefore, plant or leaf segmentation is not a precondition …” „… segmentation, rather they use weighted linear regression on center of gravity calculation of image slices. This …”

Bibliography S. 139-154

„… Electronics in Agriculture, 141:215–222, 2017. [31] C. M. Onyango and J. Marchant. Segmentation of row crop …” „… crop rows by image analysis without segmentation. Computers and Electronics in Agriculture …” „… without segmentation. In Applications of Computer Vision (WACV), 2014 IEEE Winter Conference on, pages …”

Plant Classification S. 40-69

„… with overlap and close-to-crop weeds: Prior segmentation into individual plants or leaves is not …” „… are extracted from each blob [26, 27, 28, 29, 30]. Good segmentation into single plant blobs is a …” „… achieved by their method. The plant segmentation step is identified as error source which reduces the …”

Experimental Results and Discussion S. 96-128

„… therefore training data for chamomile is limited. Finally, the approach of not using a plant segmentation …” „… segmentation which is error-prone for overlapping plants and an unsolved challenge. This results in the …” „… segmentation nor does it output only coarse per cell classification results. Complex situations like …”

Background: Computer Vision andMachine Learning S. 9-23

„… filter kernel over the image. Segmentation can be used to split an image into multiple objects/regions …” „… screen. Using segmentation algorithms which mask the green pixels, the background can be replaced by for …”

doi.org/10.51202/9783186870100

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International Conference on Gears 2017

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2294 2017

Treffer in den folgenden Teilen:

A. von Freyberg, A. Fischer Automatic geometry segmentation of involute flank regions S. 1015-1024

„… Automatic geometry segmentation of involute flank regions Dipl.-Ing. Axel von Freyberg, Prof …” „… algorithm, which includes the geometric segmentation of individual flank regions, like tip relief area …” „… , involute area, and root area. By combining a least-squares approximation with an automated segmentation …”

Titelei/Inhaltsverzeichnis S. I-XXVII

„… , objectifying of the testing process K. Härtel A. von Freyberg, Automatic geometry segmentation of involute …”

doi.org/10.51202/9783181022948

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An Integrated Approach for Traffic Scene Understanding from Monocular Cameras

Malte Oeljeklaus

Reihe: Verkehrstechnik/Fahrzeugtechnik

Band 815 2021

Treffer in den folgenden Teilen:

Drivable Road Area from Semantic Image Segmentation S. 50-63

„… 6 Drivable Road Area from Semantic Image Segmentation Semantic segmentation identifies regions in …” „… class to each pixel corresponding to its surrounding object or area, so that segmentation can be …” „… contours of objects or scene elements. Generally, segmentation has the effect that scene elements that have …”

Appendix S. 100-114

„… the segmentation decoder with Hadamard layer A.4 Overview of the segmentation decoder with Hadamard …” „… convolution 1242×375×2 road segmentation ∗ ∗ ∗ ∗ segmentation decoder Hadamard 156×47×2 ◦ Figure A.4: Overview …” „… of the segmentation decoder with Hadamard layer. 103 Appendix A Appendix A.5 Detailed breakdown of …”

„… road type perception based on alternative or fused sensor data. Semantic segmentation for spatial …” „… semantic segmentation. Here, semantic segmentation refers to the problem of assigning categories of objects …” „… recognition CNN multiple times for different sections of an image to obtain a dense segmentation output. A …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… experiments . . . . . . . . . . . . . . . . . . . 42 6 Drivable Road Area from Semantic Image Segmentation 50 …” „… 6.1 Traffic scene segmentation as dense classification . . . . . . . . . . . . . 51 6.2 Segmentation …” „… segmentation . . . . . . . . . . . . . 58 7 Road Users from Bounding Box Detection 64 7.1 Classification and …”

Multi-task Integration and Conclusive Experimental Analysis S. 84-96

„… the decoder for the segmentation of the drivable road area. Thus, the segmentation decoder is …” „… inception-v2 feature encoder segmentation decoder road segmentation block 1 s = 4 block 2 s = 8 block 3 s = 16 …” „… used for technical reasons. To this end, the integration of the segmentation decoder again requires the …”

Summary, Conclusion, and Outlook S. 97-99

„… implemented as image segmentation. To this end, an approach based on the FCN architecture [She+17] is adapted …” „… in increased segmentation performance in the conducted experiments. Also, a task decoder for the …” „… segmentation of the drivable road area through element-wise weights. Furthermore, the considerations from …”

Bibliography S. 115-142

„… . “Segmentation-Based Urban Traffic Scene Understanding”. In: Proceedings of the 20th British Machine Vision Conference …” „… . Papandreou, I. Kokkinos, K. Murphy, and A. L. Yuille. “DeepLab: Semantic Image Segmentation with Deep …” „… . Klette. “STFCN: Spatio-Temporal Fully Convolutional Neural Network for Semantic Segmentation of Street …”

Introduction S. 1-7

„… box of other present road users. Green: segmentation of the drivable road area. Top left: global …” „… important representation of the environment. Furthermore, the Figure indicates the pixel-wise segmentation …” „… perception of the drivable road area through image segmentation is the subject of this chapter. First, the …”

Network Architecture for Multi-task Feature Sharing S. 28-37

„… “Deep residual networks for causal semantic segmentation of traffic scene videos” written in 2017 by D …” „… Architecture for Multi-task Feature Sharing segmentation features detection features recognitionfeatures shared …” „… features feature encoder input image road user detection drivable road area segmentation road topology …”

doi.org/10.51202/9783186815125

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Autonomous Systems 2019: An Almanac

Herwig Unger (Hrsg.)

Reihe: Informatik/ Kommunikation

Band 864 2019

Treffer in den folgenden Teilen:

C. Tapsai, P. Meesad, C. Haruechaiyasak Thai Word Segmentation by Automatic Ranking Trie with Misspelling Correction S. 121-134

„… evaluation, Experi-mental Results, and Conclusion.2 Related Work2.1 Thai Word SegmentationMany studies focus …” „… , recall, and F-measure values.6 Experimental Results6.1 Performance of Word SegmentationThe results of the …” „… 121Thai Word Segmentation by Automatic Ranking Triewith Misspelling CorrectionChalermpol Tapsai1 …”

P. De Silva, K. Abhiram, V. Tavakkoli A Comprehensive Analysis of Document-Image Distortions and their Respective Impact on Distorted Text/Character-Image Recognition Quality S. 176-198

„… (Enhancement and binarization)Character Segmentation (Character bounding box)Character …” „… performs the taskssuch as segmentation and text extraction [16]. The segmentation method con-structs a …” „… similar to the text extraction step of an OCR whichis performed after the character segmentation (as …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106Thai Word Segmentation by Automatic Ranking Trie with Misspelling CorrectionC. Tapsai, P. Meesad, C …”

S. Simcharoen, H. Unger Dynamic Clustering for Segregation of Co-ccurrence Graphs S. 51-71

„… , document retrieval, image segmentation, and pat-tern classification [1]. Clustering is an effective method …”

doi.org/10.51202/9783186864109

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Temporally Consistent Superpixels

Matthias Reso

Reihe: Informatik/ Kommunikation

Band 861 2018

Treffer in den folgenden Teilen:

Experimental Results S. 64-104

„… on the example of interactive video segmentation. 5.1 Evaluation of Temporally Consistent Superpixels …” „… The evaluation of the segmentation quality is a complex problem with many aspects and an additional …” „… dependency on the indented application of the segmentation. In particular, when dealing with video …”

Conclusions S. 105-108

„… the optimization of the segmentation, a cost function is defined which minimizes the variance of the …” „… spatio-temporal segmentation error is minimized. The first contribution of this thesis is the introduction of a …” „… initialized. During the initialization of the frames, the propagation of the superpixel segmentations onto the …”

Introduction S. 1-9

„… segmentation is created which in general contains more segments than visible object parts. Simultaneously, it …” „… superpixels are widely spread and include e.g. video segmentation [48, 31], tracking [91], multi-view object …” „… segmentation [22], scene flow [87], 3D layout estimation of indoor scenes [94], interactive scene modeling [83 …”

Titelei/Inhaltsverzeichnis S. I-XII

„… – Supervoxels – Oversegmentation – Occlusion – Interactive Video Segmentation This thesis addresses the field of …” „… semantic video segmentation or video-based object tracking. A framework is proposed to segment video …” „… video segmentation. Bibliographische Information der Deutschen Bibliothek Die Deutsche Bibliothek …”

Fundamentals S. 10-33

„… different techniques for image segmentation. This includes graph-based image segmentation utilizing Markov …” „… consecutive frames will be described. 2.1 Image Segmentation In this thesis, image segmentation is seen as the …” „… labels to pixels these pixels are divided into disjoint groups. To create a meaningful segmentation …”

Bibliography S. 109-122

„… . Maire, C. Fowlkes, and J. Malik. Contour Detection and Hierarchical Image Segmentation. IEEE …” „… . [10] Y. Y. Boykov and M.-P. Jolly. Interactive graph cuts for optimal boundary & region segmentation …” „… , August 1995. [18] D. Comaniciu and P. Meer. Robust analysis of feature spaces: color image segmentation …”

Superpixels with Temporal Consistency S. 34-45

„… , its segmentation needs to be initialized. As image regions can move significantly from frame to frame …” „… , a simple copy of the previous segmentation, as proposed in [82], can be error-prone in many …” „… situations. Therefore, the segmentation needs to be warped (propagated) to roughly fit the con- 3.2 Feature …”

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

„… chapter is twofold. The first part introduces two approaches for propagating the superpixel segmentation …” „… selfocclusion and disocclusion. 4.1 Segmentation Propagation After performing Z iterations of the hybrid …” „… the segmentation of the previous frame. But as image regions can move significantly from one frame to …”

doi.org/10.51202/9783186861108

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LAND.TECHNIK AgEng 2023

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2427 2023

Treffer in den folgenden Teilen:

E. Eder, U. C. Bicici, P. Riegler-Nurscher Evaluating the work quality of in-row hoeing systems using computer vision methods S. 477-482

„… protection. An evaluation of the panoptic segmentation-based method on sugar beets can be found in our …” „… Segmentation based on Convolutional Neural Networks (CNNs) to detect different soil cover classes (soil, dead …” „… segmentation, where models predict labels for pixels of the same semantic group. These methods often use fully …”

H. Harms, W. Strothmann, D. Markus, C. Halbrügge Sensing and analyzing crop characteristics and yield data in potato harvesting S. 109-116

„… step, a state-of-the-art panoptic segmentation model is used for object detection. The input images for …” „… the panoptic segmentation are generated from the height profiles and the results of the pixel-wise …” „… classification. Figure 5 shows an example of an input and output image of the panoptic segmentation in which the …”

T. Blume, L. Neumann Self-supervised learning for an agriculture driver assistant system S. 471-476

„… setup 5300 images with corresponding trajectory were recorded. Automatic segmentation masks for the …” „… been annotated with segmentation mask to train a completely supervised model for comparison …” „… . Evaluation Given the described data we trained two convolutional neural networks to predict a segmentation …”

B. Teurlinx, T. Ruigrok, F. Tamminga, J. Ijsselmuiden, K. Bennin, Ö. Babur High Accuracy and High-Speed Crop Root Position Detection for Green-on-Green Mechanical Weeding S. 69-78

„… algorithms, such as YOLOv5, or segmentation methods, such as u-net and mask-RCNN [10–14]. These bounding box …” „… detection methods localize the crop plant by drawing a box around the entire plant. The segmentation methods …” „… box, and/or the segmentation of the crop plant is then avoided with the intra-row hoeing element …”

R. Grimm, M. Kügle, F. Kattler, J. Mayer, A. Fekete, M. Sepp Classifying tractor operational modes using a supervised machine learning model S. 93-108

„… features and their usage during data segmentation, feature engineering, data cleansing and model building …” „… season Drive cycle Used for data segmentation Idling Removed after drive cycle computation Latitude Used …” „… cluster Used for data segmentation Spatial area Used for computation of point density per area Point …”

S. Bosse, J. Magnusson, E. L. Wisotzky, A. Hilsmann, P. Eisert, E. Gassen, M. Reichardt, A. Stein, J. Heil, M. Hussaini Platform-Based and AI-Enabled Farming to Foster Agricultural Ecosystems S. 441-454

„… individual plants or plots, semantic segmentation, and classification for the detection, recognition, and …” „… ]. ResNet-Autoencoder and U-Net [4] architectures are employed for semantic segmentation. Additionally, prototype-based …” „… : Convolutional networks for biomed. image segmentation“. In: Int. Conf. on Med. image comput. comp. assist …”

S. Belau, D. Neitemeier, J. Witte, T. Töniges, Y. Ehlert, Janina Amsbeck App based chop quality estimation for silage maize harvest quality optimization S. 321-326

„… images. Annotations served to train a semantic segmentation model for kernel fragment detection in corn …”

B. Vandewalle, A. Leenknegt, D. Jongmans, B. Missotten, J. Martin, C. Hunt Forward looking Feedrate control for Combine Harvesters S. 147-154

„… , S. Mu,“Density estimation method of mature wheat based on point cloud segmentation and clustering …”

T. Schütte, K. Koch, V. Dworak, C. Weltzien LiDAR Assisted Semi-automatic Mapping and Path Planning Approach for Autonomous Mobile Robots in Vineyards and Orchards S. 199-208

„… sophisticated approach using e.g. semantic segmentation might be required to fully discriminate between areas …”

J. C. Krause, N. Iqbal, M. Niemeyer, B. Thy, L. Plagge, H. Hollmeier, A. Ruckelshausen, S. Röttgermann, A. Tauber, J. Herbers, S. Menke, J. Hertzberg AI-TEST-FIELD – A Test Environment for the Automated Evaluation of Methods for Robust and Reliable Environment Perception S. 547-554

„… Segmentation. 2014 IEEE Conference on Computer Vision and Pattern Recognition (2014) pp. 580-587 VDI-Berichte …”

doi.org/10.51202/9783181024270

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Graphical Model MAP Inference with Continuous Label Space in Computer Vision

Oliver Müller

Reihe: Informatik/ Kommunikation

Band 860 2018

Treffer in den folgenden Teilen:

Tracking S. 78-106

„… foreground/background segmentation cues, leading to a discrete-continuous inference problem with complex high-order …” „… Segmentation Bounding-box initialized visual object tracking has made rapid progress in the last couple of …” „… incorporation of part-based models [132, 127] and image segmentation [119, 74] have lead to significant …”

Appendix S. 111-127

„… properties of the tissue introduce distortions into the OCT images [121], segmentation based image …” „… surface segmentation of a synthetic dataset with non-planar surface. (b) Example B-scan slice, (c) Spoke …” „… . This finding can also be observed in the surface segmentation visualization of the post mortem dataset …”

Conclusions S. 107-110

„… automatic model initialization is to use an over-segmentation of the target object into a regular grid of …” „… introducing image segmentation cues and a novel global consistency prior which connects image segmentation and …” „… challenging MAP inference task. Experiments show that the proposed joint tracking and segmentation framework …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… trackers, is reduced by incorporating image segmentation cues and by using a novel global consistency …” „… prior. Joint tracking and segmentation is formulated as a high-order probabilistic graphical model over …” „… Demonstrator . . . . . . . . . . . . . . . . . . . . . . 85 5.3 Joint Tracking and Segmentation …”

Introduction S. 1-14

„… visibility prior allows the incorporation of foreground/background segmentation cues. The proposed method is …” „… foreground mask. • Joint pose estimation, image segmentation, and visibility reasoning using a global shape …” „… foreground/background segmentation mask which allows semi-automatic initialization of the object tracking framework. We …”

Bibliography S. 128-146

„… & region segmentation of objects in n-d images. In IEEE International Conference on Computer Vision (ICCV …” „… . Bizheva, David A. Clausi, and Paul W. Fieguth. Automated 3d reconstruction and segmentation from optical …” „… Sonka. Intraretinal layer segmentation of macular optical coherence tomography images using optimal 3-d …”

Fundamentals S. 25-55

„… tailored to the specific problem structure. For example, consider joint image segmentation and pose …” „… variables represents the foreground/background segmentation labeling over image pixels and the other set …” „… pixel random variable. The image segmentation sub-problem is efficiently solved using graph cuts …”

doi.org/10.51202/9783186860101

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AgEng LAND.TECHNIK 2022

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2406 2022

Treffer in den folgenden Teilen:

A. Tempelaere, H. Minh Phan, T. Van De Looverbosch, P. Verboven, B. Nicolai Non-destructive internal disorder detection in pear fruit using X-ray radiographs and deep learning S. 517-524

„… inspection for internal quality. The study has focused on pear fruit, and a segmentation model was developed …” „… ’, ‘browning’, or ‘cavity’, resulting in a segmentation map for every radiograph. Image flipping and synthetic …” „… radiographs and their semantics, are used to train a segmentation model that can predict radiograph’s …”

J. M. Anderson, S. Foroushani, A. Hansen, G. Hoffmann, T. Ilte, D. Janke, R. Shamshiri, B. Sturm, M. Senft, C. Weltzien IoT platform challenges, planning, and implementation for the Leibniz Innovation Farm (InnoHof) S. 525-532

„… segmentation, secure device and user identification, and clear data access privileges, are a few of the …”

M. Schmidt AI-Based Tillage Job Quality Assessment for Advanced Machine Automation in Agriculture S. 567-572

„… , E. et al.: ERFNet: Efficient Residual Factorized ConvNet for Real-Time Se-mantic Segmentation: IEEE …”

A. van Dueren den Hollander Intra row weeding in sugar beets with the use of Artificial Intelligence – From theory to practice S. 267-274

„… more detailed, semantic or instance segmentation, is not required in this case, as the outline of the …”

L. Poppa, L. Frerichs, J. Liu, M. Böl Experimental method to analyse the blackspot bruises of potato tuber flesh due to mechanical deformation S. 429-438

„… background and segmentation of the regions of interests from the test and reference samples, the mean Hue …”

doi.org/10.51202/9783181024065

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ELIV 2017

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2299 2017

Treffer in den folgenden Teilen:

P. Ott, C. Speck, G. Matenaer Deep end-to-end Learning im Automotivebereich /Deep end-to-end learning in automotive S. 49-50

„… segmentation as an E2E Deep Learning use-case. We use this specific segmentation scheme to realize automated …” „… to realize such segmentation does not satisfy the automotive needs. While such algorithms require …” „… only mention a few key publications. Semantic Segmentation To realize automated semantic annotation …”

doi.org/10.51202/9783181022993

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ELIV 2024

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2441 2024

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D. Shankar, T. Jose Optimizing Electronics Architecture for the deployment of Convolution Neural Networks using System-Level Modeling S. 257-264

„… object detection, image classification and image segmentation. We ran fifteen different configuration by …” „… shapes. These features are crucial for tasks like object detection and image segmentation. In Automotive …” „… systems, CNNs are employed to enhance object detection, image generation, semantic segmentation, and …”

P. Reilhac, C. Nowakowski, A. Manila, J. Almeida Immersive In-car AR Live Gaming Enabled by SDV Architecture, ADAS Cameras & AI Software S. 313-326

„… to detect and classify objects, estimate depth, andperform semantic segmentation of the surrounding …” „… applications, including sky, sidewalks,buildings, and vegetation.As an example, sky segmentation is a valuable …” „… segmentation mask (left) can be usedto create very interesting augmented reality effects (right). The sky …”

S. Schran, R. Jung, A. Mukherji Recommendations for the practical use of Ethernet Security-Protocols and beyond S. 565-578

„… incoming and outgoing traffic: ▪ VLAN Segmentation ▪ Firewall ▪ Some/IP ACL: Some/IP Access Control List …” „… with the product design phase, inclusive of practices such as VLAN segmentation. ▪ Unique keys for …”

X. Wang, A. Hübner, M. Kühl, B. Zlotnik Enabling Automotive MLOps with Open-Source Based Software S. 93-104

„… addition, the new object comes with a bounding box and semantic segmentation, which can save a lot of …” „… accessible on GitHub [10]. YOLOP, an extension of YOLOv4 [11], can predict segmentations, lanes, and objects …”

P. Dreiseitel, R. Grewe Quo vadis Vision Zero – Can AI help us to make our vision come true? S. 41-52

„… recognition, semantic segmentation, trajectory prediction, or path planning are learned by observing data. In …” „… segmentation from as a condition for creating new data samples for object detection. A list of Photorealistic …”

doi.org/10.51202/9783181024416

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LAND.TECHNIK AgEng 2019

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2361 2019

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G. L. Andersen, T. Kuennen CULTI CAM HD - Efficient Weed Control in Row Crops using Active Implement Steering and Stereo Camera S. 455-462

„… is to make a segmentation into plant and non-plant pixels (soil) based on VDI-Berichte Nr. 2361 …” „… Figure 3. As long as regions of plant and soil are distinct segmentation is possible. However, to cope …” „… the production line. The limitation of colour segmentation is reached when regions of plant- and …”

T. M. J. Ruigrok, L. Voorhoeve , G. Kootstra, E. J. van Henten A robust plant localization and identification system for precision farming – The effects of uncontrolled illumination on an end-to-end deep-learning plant detection algorithm S. 383-390

„… C. Stachniss, “Real-time Semantic Segmentation of Crop and Weed for Precision Agriculture Robots …”

doi.org/10.51202/9783181023617

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Land.Technik AgEng 2017

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2300 2017

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A. Johannes, M. Seitz Automatic plant disease diagnosis using mobile capture devices S. 39-60

„… region comprising the leaf were segmented. A specific segmentation was done for each disease (see Figure …” „… 2). VDI-Berichte Nr. 2300, 201744 Fig. 2: Manual segmentation process left) original …” „… leaf segmentation 4.1.1. Global Color Constancy The differences in color appearance of the images in …”

P. Riegler-, J. Karner, J. Huber, G. Moitzi, H. Wagentristl, M. Hofinger, H. Prankl A system for online control of a rotary harrow using soil Nurscher, roughness detection based on stereo vision S. 559-566

„… during night time. A segmentation of the soil clods could increase the correlation to the weighted mean …”

doi.org/10.51202/9783181023006

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Autonomous Systems 2016

Herwig Unger (Hrsg.), Wolfgang A. Halang (Hrsg.)

Reihe: Informatik/ Kommunikation

Band 848 2016

Treffer in den folgenden Teilen:

Natural Language Processing S. 167-194

„… , Fortschritt-Berichte VDI, Vol. 10, Nr. 842, pp. 157–167, VDI- Verlag Düsseldorf, 2015 186 Thai Language Segmentation …” „… Electronics and Computer Technology Center, Thailand Abstract: Thai language is a non-segmentation Natural …” „… for Word Segmentation (WS) to process. Thai WS programs were developed and continuously improved by …”

Titelei/Inhaltsverzeichnis S. I-VIII

„… representation and word segmentation. Finally, related aspects of teaching are discussed. Bibliographische …” „… they have no terms in common, and the difficult task of word segmentation in the Thai language is shown …” „… Segmentation by Automatic Ranking Trie C. Tapsai, P. Meesad and C. Haruechaiyasak …”

Short Contributions S. 219-226

„… illustrated by the segmentation of blood vessels and the localization and segmentation of the optic nerve head …”

„… different types of protection, segmentation and paging. In segmentation data structures called descriptors …” „… ring 3 is used by user code. The paging mechanisms, hierarchically located below segmentation, provide …” „… way to prevent execution of data if segmentation was not used to the full extent. Although …”

Neural and Evolutionary Computing S. 133-166

„… 59.10%. In order to detect the tortuosity, Conor [9] proposed the segmentation technique, the threshold …”

doi.org/10.51202/9783186848109

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LAND.TECHNIK 2020

VDI Wissensforum GmbH (Hrsg.)

Reihe: VDI-Berichte

Band 2374 2020

Treffer in den folgenden Teilen:

P. Riegler-Nurscher, J. Prankl, M. Vincze, H. Prankl A review on plant and soil properties estimation using ground-based computer vision techniques in the visible spectrum S. 353-360

„… segmentation of images. It is often used for plant related tasks [5] as well as for soil cover estimation [15 …” „… ]. With semantic segmentation, pixels of an image are classified into predefined classes. This allows to …” „… estimate the extent of the projected area of an object. Object instance segmentation is related to …”

S. Jordan, D. O’Rourke, L. Avery, J. Almond 3D Colour vision for machine automation and safety – AI Sensor Fusion S. 345-352

„… classification and image segmentation becoming common. The growth in the applications for these networks has …” „… : since it was already trained to perform segmentation this reduced the training time significantly …” „… quality information, and semantic segmentation (how objects are connected). The loss function has to …”

T. Crotty, D. Byrne, E. Jones, M. Glavin, J. Warren A Season in Data: Efficiency of a Forage Mower S. 143-150

„… , allowing for the temporal segmentation of the time-series recordings for mowing activity, inactivity and …”

S. Steinhaus, L. Frerichs A novel approach to determine the soil aggregate size distribution from high-resolution 3D point clouds S. 361-368

„… determining the aggregate size distribution is based on the segmentation and measurement of individual …”

doi.org/10.51202/9783181023747

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