Geographic information use in weakly-supervised deep learning for landmark recognition

Proceedings - IEEE International Conference on Multimedia and Expo

Volumn , Issue , 2017, Pages 1015-1020

  Yin, Yifang ^a   Liu, Zhenguang ^a   Zimmermann, Roger ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

CAMERAS; DEEP LEARNING; DEEP NEURAL NETWORKS; GAUSSIAN DISTRIBUTION; LEARNING ALGORITHMS; LEARNING SYSTEMS; METADATA; NEURAL NETWORKS; SUPERVISED LEARNING;

CLASSIFICATION RESULTS; CONVOLUTIONAL NEURAL NETWORK; GAUSSIAN MIXTURE MODEL; GEOGRAPHIC INFORMATION; GEOMETRIC INFORMATION; LANDMARK RECOGNITION; VISUAL OBJECT RECOGNITION; WEAKLY SUPERVISED LEARNING;

OBJECT RECOGNITION;

EID: 85030239040     PISSN: 19457871     EISSN: 1945788X     Source Type: Conference Proceeding    
DOI: 10.1109/ICME.2017.8019376     Document Type: Conference Paper

References (24)

1. Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton, "ImageNet Classification with Deep Convolutional Neural Networks, " in NIPS. 2012.
2. Ross Girshick, Jeff Donahue, Trevor Darrell, and Jitendra Malik, "Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation, " in CVPR, 2014.
3. Pedro F. Felzenszwalb, Ross B. Girshick, David McAllester, and Deva Ramanan, "Object Detection with Discriminatively Trained Part-Based Models, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 9, 2010.
4. Maxime Oquab, Léon Bottou, Ivan Laptev, and Josef Sivic, "Is Object Localization for Free-Weakly-supervised Learning with Convolutional Neural Networks, " in CVPR, 2015.
5. Yan-Tao Zheng, Ming Zhao, Yang Song, Hartwig Adam, Ulrich Buddemeier, Alessandro Bissacco, Fernando Brucher, Tat-Seng Chua, and Hartmut Neven, "Tour the World: Building a Web-scale Landmark Recognition Engine, " in CVPR, 2009.
6. Zhen Li and Kim-Hui Yap, "Content and Context Boosting for Mobile Landmark Recognition, " IEEE Signal Processing Letters, vol. 19, no. 8, 2012.
7. Yifang Yin, Beomjoo Seo, and Roger Zimmermann, "Content vs. Context: Visual and Geographic Information Use in Video Landmark Retrieval, " ACM Transactions on Multimedia Computing, Communications, and Applications, vol. 11, no. 3, 2015.
8. Sakire Arslan Ay, Roger Zimmermann, and Seon Ho Kim, "Viewable Scene Modeling for Geospatial Video Search, " in ACM Multimedia, 2008.
9. Jiebo Luo, Dhiraj Joshi, Jie Yu, and Andrew Gallagher, "Geotagging in Multimedia and Computer Vision-a Survey, " Multimedia Tools and Applications, 2011.
10. Mordechai (Muki) Haklay and Patrick Weber, "Open-StreetMap: User-Generated Street Maps, " IEEE Pervasive Computing, 2008.
11. Josef Sivic, Bryan C. Russell, Alexei A. Efros, Andrew Zisserman, andWilliam T. Freeman, "Discovering Object Categories in Image Collections, " in ICCV, 2005.
12. Jianchao Yang, Kai Yu, Yihong Gong, and Thomas Huang, "Linear Spatial Pyramid Matching using Sparse Coding for Image Classification, " in CVPR, 2009.
13. Thomas Brox, Lubomir Bourdev, Subhransu Maji, and Jitendra Malik, "Object Segmentation by Alignment of Poselet Activations to Image Contours, " in CVPR, 2011.
14. Thibaut Durand, Nicolas Thome, and Matthieu Cord, "WELDON: Weakly Supervised Learning of Deep Convolutional Neural Networks, " in CVPR, 2016.
15. Tong Xiao, Tian Xia, Yi Yang, Chang Huang, and Xiaogang Wang, "Learning from Massive Noisy Labeled Data for Image Classification, " in CVPR, 2015.
16. Alan Joseph Bekker and Jacob Goldberger, "Training Deep Neural-networks based on Unreliable Labels, " in IEEE ICASSP, 2016.
17. Bo Zhang, Qinlin Li, Hongyang Chao, Bill Chen, Eyal Ofek, and Ying-Qing Xu, "Annotating and Navigating Tourist Videos, " in ACM SIGSPATIAL GIS, 2010.
18. Zhijie Shen, Sakire Arslan Ay, Seon Ho Kim, and Roger Zimmermann, "Automatic Tag Generation and Ranking for Sensorrich Outdoor Videos, " in ACM Multimedia, 2011.
19. Yifang Yin, Zhijie Shen, Luming Zhang, and Roger Zimmermann, "Spatial-Temporal Tag Mining for Automatic Geospatial Video Annotation, " ACM Transactions on Multimedia Computing, Communications, and Applications, vol. 11, no. 2, 2015.
20. Yifang Yin, Guanfeng Wang, and Roger Zimmermann, "Automatic Geographic Metadata Correction for Sensor-rich Video Sequences, " in ACM SIGSPATIAL GIS, 2016.
21. Ying Zhang and Roger Zimmermann, "Camera Shooting Location Recommendations for Landmarks in Geo-space, " in IEEE MASCOTS, 2013.
22. Navneet Dalal and Bill Triggs, "Histograms of Oriented Gradients for Human Detection, " in CVPR, 2005.
23. Ross Girshick, Jeff Donahue, Trevor Darrell, and Jitendra Malik, "Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation, " in CVPR, 2014.
24. Maxime Oquab, Leon Bottou, Ivan Laptev, and Josef Sivic, "Learning and Transferring Mid-level Image Representations Using Convolutional Neural Networks, " in CVPR, 2014.