Managing gigabytes (2nd ed.): compressing and indexing documents and images
Managing gigabytes (2nd ed.): compressing and indexing documents and images
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Robust Real-Time Face Detection
International Journal of Computer Vision
Improving SVM accuracy by training on auxiliary data sources
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Incremental semi-supervised subspace learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Manifold-ranking based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
IEEE Transactions on Pattern Analysis and Machine Intelligence
AnnoSearch: Image Auto-Annotation by Search
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Image annotation by large-scale content-based image retrieval
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Kodak's consumer video benchmark data set: concept definition and annotation
Proceedings of the international workshop on Workshop on multimedia information retrieval
Large-scale multimodal semantic concept detection for consumer video
Proceedings of the international workshop on Workshop on multimedia information retrieval
Cross-domain video concept detection using adaptive svms
Proceedings of the 15th international conference on Multimedia
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Learning to reduce the semantic gap in web image retrieval and annotation
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Real-Time Computerized Annotation of Pictures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Annotating Images by Mining Image Search Results
IEEE Transactions on Pattern Analysis and Machine Intelligence
80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Annotating photo collections by label propagation according to multiple similarity cues
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Annotating personal albums via web mining
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Domain adaptation from multiple sources via auxiliary classifiers
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
NUS-WIDE: a real-world web image database from National University of Singapore
Proceedings of the ACM International Conference on Image and Video Retrieval
T-IRS: textual query based image retrieval system for consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Proceedings of the ACM International Conference on Image and Video Retrieval
Searching consumer image collections using web-based concept expansion
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
One person labels one million images
Proceedings of the international conference on Multimedia
Automatic image tagging via category label and web data
Proceedings of the international conference on Multimedia
Understanding multimedia content using web scale social media data
Proceedings of the international conference on Multimedia
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Interactive event search through transfer learning
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Retrieving and ranking unannotated images through collaboratively mining online search results
Proceedings of the 20th ACM international conference on Information and knowledge management
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
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The rapid popularization of digital cameras and mobile phone cameras has lead to an explosive growth of consumer photo collections. In this paper, we present a (quasi) real-time textual query based personal photo retrieval system by leveraging millions of web images and their associated rich textual descriptions (captions, categories, etc.). After a user provides a textual query (e.g., "pool"), our system exploits the inverted file method to automatically find the positive web images that are related to the textual query "pool" as well as the negative web images which are irrelevant to the textual query. Based on these automatically retrieved relevant and irrelevant web images, we employ two simple but effective classification methods, k Nearest Neighbor (kNN) and decision stumps, to rank personal consumer photos. To further improve the photo retrieval performance, we propose three new relevance feedback methods via cross-domain learning. These methods effectively utilize both the web images and the consumer images. In particular, our proposed cross-domain learning methods can learn robust classifiers with only a very limited amount of labeled consumer photos from the user by leveraging the pre-learned decision stumps at interactive response time. Extensive experiments on both consumer and professional stock photo datasets demonstrated the effectiveness and efficiency of our system, which is also inherently not limited by any predefined lexicon.