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1,684 results on '"Klette Reinhard"'

1. Deep-Anomaly: Fully Convolutional Neural Network for Fast Anomaly Detection in Crowded Scenes

Author

Sabokrou, Mohammad, Fayyaz, Mohsen, Fathy, Mahmood, Moayedd, Zahra, and klette, Reinhard

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

The detection of abnormal behaviours in crowded scenes has to deal with many challenges. This paper presents an efficient method for detection and localization of anomalies in videos. Using fully convolutional neural networks (FCNs) and temporal data, a pre-trained supervised FCN is transferred into an unsupervised FCN ensuring the detection of (global) anomalies in scenes. High performance in terms of speed and accuracy is achieved by investigating the cascaded detection as a result of reducing computation complexities. This FCN-based architecture addresses two main tasks, feature representation and cascaded outlier detection. Experimental results on two benchmarks suggest that detection and localization of the proposed method outperforms existing methods in terms of accuracy.

Published
2016

2. STFCN: Spatio-Temporal FCN for Semantic Video Segmentation

Author

Fayyaz, Mohsen, Saffar, Mohammad Hajizadeh, Sabokrou, Mohammad, Fathy, Mahmood, Klette, Reinhard, and Huang, Fay

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

This paper presents a novel method to involve both spatial and temporal features for semantic video segmentation. Current work on convolutional neural networks(CNNs) has shown that CNNs provide advanced spatial features supporting a very good performance of solutions for both image and video analysis, especially for the semantic segmentation task. We investigate how involving temporal features also has a good effect on segmenting video data. We propose a module based on a long short-term memory (LSTM) architecture of a recurrent neural network for interpreting the temporal characteristics of video frames over time. Our system takes as input frames of a video and produces a correspondingly-sized output; for segmenting the video our method combines the use of three components: First, the regional spatial features of frames are extracted using a CNN; then, using LSTM the temporal features are added; finally, by deconvolving the spatio-temporal features we produce pixel-wise predictions. Our key insight is to build spatio-temporal convolutional networks (spatio-temporal CNNs) that have an end-to-end architecture for semantic video segmentation. We adapted fully some known convolutional network architectures (such as FCN-AlexNet and FCN-VGG16), and dilated convolution into our spatio-temporal CNNs. Our spatio-temporal CNNs achieve state-of-the-art semantic segmentation, as demonstrated for the Camvid and NYUDv2 datasets.

Published
2016

4. Real-Time Anomaly Detection and Localization in Crowded Scenes

Author

Sabokrou, Mohammad, Fathy, Mahmood, Hosseini, Mojtaba, and Klette, Reinhard

Subjects
Computer Science - Computer Vision and Pattern Recognition
Abstract

In this paper, we propose a method for real-time anomaly detection and localization in crowded scenes. Each video is defined as a set of non-overlapping cubic patches, and is described using two local and global descriptors. These descriptors capture the video properties from different aspects. By incorporating simple and cost-effective Gaussian classifiers, we can distinguish normal activities and anomalies in videos. The local and global features are based on structure similarity between adjacent patches and the features learned in an unsupervised way, using a sparse auto- encoder. Experimental results show that our algorithm is comparable to a state-of-the-art procedure on UCSD ped2 and UMN benchmarks, but even more time-efficient. The experiments confirm that our system can reliably detect and localize anomalies as soon as they happen in a video., Comment: CVPRw 2015

Published
2015

5. Image Scene Conversion Algorithm Based on Generative Adversarial Networks

Author

Xie, Honggang, Xiao, Jinsheng, Lei, Junfeng, Xie, Wenjuan, Klette, Reinhard, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Cree, Michael, editor, Huang, Fay, editor, Yuan, Junsong, editor, and Yan, Wei Qi, editor

Published
2020
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6. Boundary Extraction of Planar Segments from Clouds of Unorganised Points

Author

Xu, Zezhong, Qian, Cheng, Fei, Xianju, Zhuang, Yanbing, Xu, Shibo, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Palaiahnakote, Shivakumara, editor, Sanniti di Baja, Gabriella, editor, Wang, Liang, editor, and Yan, Wei Qi, editor

Published
2020
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7. Early Diagnosis of Alzheimer’s Disease Based on Selective Kernel Network with Spatial Attention

Author

Ji, Huanhuan, Liu, Zhenbing, Yan, Wei Qi, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Palaiahnakote, Shivakumara, editor, Sanniti di Baja, Gabriella, editor, Wang, Liang, editor, and Yan, Wei Qi, editor

Published
2020
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8. A Real-Time Eye Tracking Method for Detecting Optokinetic Nystagmus

Author

Norouzifard, Mohammad, Black, Joanna, Thompson, Benjamin, Klette, Reinhard, Turuwhenua, Jason, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Palaiahnakote, Shivakumara, editor, Sanniti di Baja, Gabriella, editor, Wang, Liang, editor, and Yan, Wei Qi, editor

Published
2020
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12. Tracking of Load Handling Forklift Trucks and of Pedestrians in Warehouses

Author

Fouzia, Syeda, Bell, Mark, Klette, Reinhard, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Yuan, Junsong, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Chang, Chuan-Yu, editor, Lin, Chien-Chou, editor, and Lin, Horng-Horng, editor

Published
2019
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13. A Comparison of Transfer Learning Techniques, Deep Convolutional Neural Network and Multilayer Neural Network Methods for the Diagnosis of Glaucomatous Optic Neuropathy

Author

Norouzifard, Mohammad, Nemati, Ali, Abdul-Rahman, Anmar, GholamHosseini, Hamid, Klette, Reinhard, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Yuan, Junsong, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Chang, Chuan-Yu, editor, Lin, Chien-Chou, editor, and Lin, Horng-Horng, editor

Published
2019
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14. Saliency Guided Data Association Measure for Multiple-Object Tracking

Author

Fouzia, Syeda, Bell, Mark, Klette, Reinhard, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Esposito, Christian, editor, Hong, Jiman, editor, and Choo, Kim-Kwang Raymond, editor

Published
2019
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15. Semantic Segmentation of Grey-Scale Traffic Scenes

Author

Le, Trung Khoa, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Lee, Chilwoo, editor, Su, Zhixun, editor, and Sugimoto, Akihiro, editor

Published
2019
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16. A Fused Pattern Recognition Model to Detect Glaucoma Using Retinal Nerve Fiber Layer Thickness Measurements

Author

Norouzifard, Mohammad, Nemati, Ali, Abdul-Rahman, Anmar, GholamHosseini, Hamid, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Lee, Chilwoo, editor, Su, Zhixun, editor, and Sugimoto, Akihiro, editor

Published
2019
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17. Measuring Apple Size Distribution from a Near Top–Down Image

Author

Butters, Luke, Xu, Zezhong, Le Trung, Khoa, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Lee, Chilwoo, editor, Su, Zhixun, editor, and Sugimoto, Akihiro, editor

Published
2019
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18. Improved Saliency-Enhanced Multi-cue Correlation-Filter-Based Visual Tracking

Author

Fouzia, Syeda, Bell, Mark, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Lee, Chilwoo, editor, Su, Zhixun, editor, and Sugimoto, Akihiro, editor

Published
2019
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19. A Sequential CNN Approach for Foreign Object Detection in Hyperspectral Images

Author

Al-Sarayreh, Mahmoud, Reis, Marlon M., Yan, Wei Qi, Klette, Reinhard, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Vento, Mario, editor, and Percannella, Gennaro, editor

Published
2019
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20. Driver Inattention Detection

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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21. Vehicle Detection and Distance Estimation

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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22. Fuzzy Fusion for Collision Avoidance

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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23. Computer Vision Basics

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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24. Driver Drowsiness Detection

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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25. Vision-Based Driver-Assistance Systems

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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26. Object Detection, Classification, and Tracking

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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27. Driver-Environment Understanding

Author

Rezaei, Mahdi, Klette, Reinhard, Viergever, Max, Managing editor, Borgefors, Gunilla, Series editor, Chan, Raymond, Series editor, Cremers, Daniel, Series editor, Deriche, Rachid, Series editor, Klette, Reinhard, Series editor, Leonardis, Ales, Series editor, Li, Stan Z., Series editor, Metaxas, Dimitris N., Series editor, Peitgen, Heinz-Otto, Series editor, Weickert, Joachim, Series editor, and Rezaei, Mahdi

Published
2017
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28. Euclidean Shortest Paths in Simple Cube Curves at a Glance

Author

Li, Fajie and Klette, Reinhard

Subjects
Computer Science - Computational Geometry, Computer Science - Discrete Mathematics, F.2.2, G.2.2
Abstract

This paper reports about the development of two provably correct approximate algorithms which calculate the Euclidean shortest path (ESP) within a given cube-curve with arbitrary accuracy, defined by $\epsilon >0$, and in time complexity $\kappa(\epsilon) \cdot {\cal O}(n)$, where $\kappa(\epsilon)$ is the length difference between the path used for initialization and the minimum-length path, divided by $\epsilon$. A run-time diagram also illustrates this linear-time behavior of the implemented ESP algorithm., Comment: 8 pages

Published
2007

29. Local Fast R-CNN Flow for Object-Centric Event Recognition in Complex Traffic Scenes

Author

Gu, Qin, Yang, Jianyu, Yan, Wei Qi, Li, Yanqiang, Klette, Reinhard, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, and Satoh, Shin'ichi, editor

Published
2018
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30. Blur Estimation for Natural Edge Appearance in Computational Photography

Author

Liu, Dongwei, Klette, Reinhard, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, and Satoh, Shin'ichi, editor

Published
2018
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31. Lane Detection Based on Road Module and Extended Kalman Filter

Author

Xiao, Jinsheng, Luo, Li, Yao, Yuan, Zou, Wentao, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Paul, Manoranjan, editor, Hitoshi, Carlos, editor, and Huang, Qingming, editor

Published
2018
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32. Integrated Multi-scale Event Verification in an Augmented Foreground Motion Space

Author

Gu, Qin, Yang, Jianyu, Yan, Wei Qi, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Paul, Manoranjan, editor, Hitoshi, Carlos, editor, and Huang, Qingming, editor

Published
2018
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33. Deep Learning-Based Improved Object Recognition in Warehouses

Author

Fouzia, Syeda, Bell, Mark, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Paul, Manoranjan, editor, Hitoshi, Carlos, editor, and Huang, Qingming, editor

Published
2018
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34. Multi-objective Visual Odometry

Author

Chien, Hsiang-Jen, Lin, Jr-Jiun, Yin, Tang-Kai, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Paul, Manoranjan, editor, Hitoshi, Carlos, editor, and Huang, Qingming, editor

Published
2018
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35. Detection of Adulteration in Red Meat Species Using Hyperspectral Imaging

Author

Al-Sarayreh, Mahmoud, Reis, Marlon M., Yan, Wei Qi, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Paul, Manoranjan, editor, Hitoshi, Carlos, editor, and Huang, Qingming, editor

Published
2018
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36. Accuracy of a Driver-Assistance System in a Collision Scenario

Author

Khan, Waqar, Klette, Reinhard, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Bebis, George, editor, Boyle, Richard, editor, Parvin, Bahram, editor, Koracin, Darko, editor, Turek, Matt, editor, Ramalingam, Srikumar, editor, Xu, Kai, editor, Lin, Stephen, editor, Alsallakh, Bilal, editor, Yang, Jing, editor, Cuervo, Eduardo, editor, and Ventura, Jonathan, editor

Published
2018
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38. Improved Stixel Estimation Based on Transitivity Analysis in Disparity Space

Author

Saleem, Noor Haitham, Chien, Hsiang-Jen, Rezaei, Mahdi, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Felsberg, Michael, editor, Heyden, Anders, editor, and Krüger, Norbert, editor

Published
2017
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39. STFCN: Spatio-Temporal Fully Convolutional Neural Network for Semantic Segmentation of Street Scenes

Author

Fayyaz, Mohsen, Saffar, Mohammad Hajizadeh, Sabokrou, Mohammad, Fathy, Mahmood, Huang, Fay, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Chen, Chu-Song, editor, Lu, Jiwen, editor, and Ma, Kai-Kuang, editor

Published
2017
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50. Multi-Run: An Approach for Filling in Missing Information of 3D Roadside Reconstruction

Author

Geng, Haokun, Chien, Hsiang-Jen, Klette, Reinhard, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Huang, Fay, editor, and Sugimoto, Akihiro, editor

Published
2016
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