Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Multi-view Matching for Unordered Image Sets, or "How Do I Organize My Holiday Snaps?"
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Photo tourism: exploring photo collections in 3D
ACM SIGGRAPH 2006 Papers
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Using Multiple Segmentations to Discover Objects and their Extent in Image Collections
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Image Based Localization in Urban Environments
3DPVT '06 Proceedings of the Third International Symposium on 3D Data Processing, Visualization, and Transmission (3DPVT'06)
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
World-scale mining of objects and events from community photo collections
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Hamming Embedding and Weak Geometric Consistency for Large Scale Image Search
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Modeling and Recognition of Landmark Image Collections Using Iconic Scene Graphs
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Foreground Focus: Unsupervised Learning from Partially Matching Images
International Journal of Computer Vision
Fast Similarity Search for Learned Metrics
IEEE Transactions on Pattern Analysis and Machine Intelligence
HPAT indexing for fast object/scene recognition based on local appearance
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Efficient structure from motion by graph optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
SURF: speeded up robust features
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Active query sensing for mobile location search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Augmenting mobile city-view image retrieval with context-rich user-contributed photos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Leveraging 3D City Models for Rotation Invariant Place-of-Interest Recognition
International Journal of Computer Vision
What makes Paris look like Paris?
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Active query sensing: Suggesting the best query view for mobile visual search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section of best papers of ACM multimedia 2011, and special section on 3D mobile multimedia
SymCity: feature selection by symmetry for large scale image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Worldwide pose estimation using 3d point clouds
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
A memory efficient discriminative approach for location aided recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Learning to match images in large-scale collections
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Towards fast image-based localization on a city-scale
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Robust place recognition by avoiding confusing features and fast geometric re-ranking
CVM'12 Proceedings of the First international conference on Computational Visual Media
Full 6DOF pose estimation from geo-located images
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust and accurate mobile visual localization and its applications
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Recognizing architecture styles by hierarchical sparse coding of blocklets
Information Sciences: an International Journal
Find where you are: a new try in place recognition
The Visual Computer: International Journal of Computer Graphics
Towards large-scale geometry indexing by feature selection
Computer Vision and Image Understanding
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We seek to recognize the place depicted in a query image using a database of "street side" images annotated with geolocation information. This is a challenging task due to changes in scale, viewpoint and lighting between the query and the images in the database. One of the key problems in place recognition is the presence of objects such as trees or road markings, which frequently occur in the database and hence cause significant confusion between different places. As the main contribution, we show how to avoid features leading to confusion of particular places by using geotags attached to database images as a form of supervision. We develop a method for automatic detection of image-specific and spatially-localized groups of confusing features, and demonstrate that suppressing them significantly improves place recognition performance while reducing the database size. We show the method combines well with the state of the art bag-of-features model including query expansion, and demonstrate place recognition that generalizes over wide range of viewpoints and lighting conditions. Results are shown on a geotagged database of over 17K images of Paris downloaded from Google Street View.