ACM Computing Surveys (CSUR)
Locality-sensitive hashing scheme based on p-stable distributions
SCG '04 Proceedings of the twentieth annual symposium on Computational geometry
A Performance Evaluation of Local Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Proceedings of the 6th ACM international conference on Image and video retrieval
Near-duplicate keyframe retrieval with visual keywords and semantic context
Proceedings of the 6th ACM international conference on Image and video retrieval
Practical elimination of near-duplicates from web video search
Proceedings of the 15th international conference on Multimedia
UQLIPS: a real-time near-duplicate video clip detection system
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Efficient EMD-based similarity search in multimedia databases via flexible dimensionality reduction
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
A posteriori multi-probe locality sensitive hashing
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Accelerating near-duplicate video matching by combining visual similarity and alignment distortion
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Bounded coordinate system indexing for real-time video clip search
ACM Transactions on Information Systems (TOIS)
Online Near-Duplicate Video Clip Detection and Retrieval: An Accurate and Fast System
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Combining audio content and social context for semantic music discovery
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Ranking with local regression and global alignment for cross media retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Near-duplicate video matching with transformation recognition
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Unified video annotation via multigraph learning
IEEE Transactions on Circuits and Systems for Video Technology
Real-time near-duplicate elimination for web video search with content and context
IEEE Transactions on Multimedia - Special issue on integration of context and content
Beyond distance measurement: constructing neighborhood similarity for video annotation
IEEE Transactions on Multimedia - Special section on communities and media computing
An efficient near-duplicate video shot detection method using shot-based interest points
IEEE Transactions on Multimedia
Scaling content-based video copy detection to very large databases
Multimedia Tools and Applications
Multiple feature fusion for social media applications
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Self-taught hashing for fast similarity search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Flexible manifold embedding: a framework for semi-supervised and unsupervised dimension reduction
IEEE Transactions on Image Processing
Real-time large scale near-duplicate web video retrieval
Proceedings of the international conference on Multimedia
Detecting Screen Shot Images within Large-Scale Video Archive
ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition
Tiny Videos: A Large Data Set for Nonparametric Video Retrieval and Frame Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Correlation-based retrieval for heavily changed near-duplicate videos
ACM Transactions on Information Systems (TOIS)
SURF: speeded up robust features
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Fast similarity search and clustering of video sequences on the world-wide-web
IEEE Transactions on Multimedia
IEEE Transactions on Multimedia
Practical Online Near-Duplicate Subsequence Detection for Continuous Video Streams
IEEE Transactions on Multimedia
Million-scale near-duplicate video retrieval system
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis
Pattern Recognition
Efficient video copy detection via aligning video signature time series
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Manhattan hashing for large-scale image retrieval
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Query-driven iterated neighborhood graph search for large scale indexing
Proceedings of the 20th ACM international conference on Multimedia
Submodular video hashing: a unified framework towards video pooling and indexing
Proceedings of the 20th ACM international conference on Multimedia
Compact kernel hashing with multiple features
Proceedings of the 20th ACM international conference on Multimedia
Sparse hashing for fast multimedia search
ACM Transactions on Information Systems (TOIS)
High order pLSA for indexing tagged images
Signal Processing
Inter-media hashing for large-scale retrieval from heterogeneous data sources
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Effective hashing for large-scale multimedia search
Proceedings of the 2013 Sigmod/PODS Ph.D. symposium on PhD symposium
Comparing apples to oranges: a scalable solution with heterogeneous hashing
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Topology preserving hashing for similarity search
Proceedings of the 21st ACM international conference on Multimedia
Order preserving hashing for approximate nearest neighbor search
Proceedings of the 21st ACM international conference on Multimedia
Linear cross-modal hashing for efficient multimedia search
Proceedings of the 21st ACM international conference on Multimedia
ACM Transactions on Information Systems (TOIS)
A unified approximate nearest neighbor search scheme by combining data structure and hashing
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Mixed image-keyword query adaptive hashing over multilabel images
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multiple feature kernel hashing for large-scale visual search
Pattern Recognition
Multiview Hessian discriminative sparse coding for image annotation
Computer Vision and Image Understanding
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Near-duplicate video retrieval (NDVR) has recently attracted lots of research attention due to the exponential growth of online videos. It helps in many areas, such as copyright protection, video tagging, online video usage monitoring, etc. Most of existing approaches use only a single feature to represent a video for NDVR. However, a single feature is often insufficient to characterize the video content. Besides, while the accuracy is the main concern in previous literatures, the scalability of NDVR algorithms for large scale video datasets has been rarely addressed. In this paper, we present a novel approach - Multiple Feature Hashing (MFH) to tackle both the accuracy and the scalability issues of NDVR. MFH preserves the local structure information of each individual feature and also globally consider the local structures for all the features to learn a group of hash functions which map the video keyframes into the Hamming space and generate a series of binary codes to represent the video dataset. We evaluate our approach on a public video dataset and a large scale video dataset consisting of 132,647 videos, which was collected from YouTube by ourselves. The experiment results show that the proposed method outperforms the state-of-the-art techniques in both accuracy and efficiency.