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We propose a novel hashing-based matching scheme, called Locally Optimized Hashing (LOH), based on a state-of-the-art quantization algorithm that can be used for efficient, large-scale search, recommendation, clustering, and deduplication.
Datar, M., Immorlica, N., Indyk, P., Mirrokni, V.: Locality-sensitive hashing scheme based on p-stable distributions. In: Symposium on Computational Geometry (2004)
2004
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Kennedy, L., Naaman, M., Ahern, S., Nair, R., Rattenbury, T.: How flickr helps us make sense of the world: Context and content in community-contributed media collections. In: ACM Multimedia. vol. 3, pp. 631–640 (2007)
2007
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Weiss, Y., Torralba, A., Fergus, R.: Spectral hashing. In: NIPS (2008)
2008
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Zheng, Y., Zhao, M., Song, Y., Adam, H., Buddemeier, U., Bissacco, A., Brucher, F., Chua, T.S., Neven, H.: Tour the world: Building a web-scale landmark recognition engine. In: CVPR (2009)
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Avrithis, Y., Kalantidis, Y., Tolias, G., Spyrou, E.: Retrieving landmark and non-landmark images from community photo collections. In: ACM Multimedia (2010)
2010
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Paulevé, L., Jégou, H., Amsaleg, L.: Locality sensitive hashing: a comparison of hash function types and querying mechanisms. Pattern Recognition Letters 31(11), 1348–1358 (Aug 2010)
2010
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Wang, J., Kumar, S., Chang, S.F.: Sequential projection learning for hashing with compact codes. In: ICML (2010)
2010
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Gong, Y., Lazebnik, S.: Iterative quantization: A procrustean approach to learning binary codes. In: CVPR (2011)
2011
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Jégou, H., Douze, M., Schmid, C.: Product quantization for nearest neighbor search. PAMI 33(1) (2011)
2011
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Jégou, H., Tavenard, R., Douze, M., Amsaleg, L.: Searching in one billion vectors: Re-rank with source coding. In: ICASSP (2011)
2011
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Kalantidis, Y., Tolias, G., Avrithis, Y., Phinikettos, M., Spyrou, E., Mylonas, P., Kollias, S.: Viral: Visual image retrieval and localization. MTAP (2011)
2011
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Xu, B., Bu, J., Chen, C., Cai, D., He, X., Liu, W., Luo, J.: Efficient manifold ranking for image retrieval. In: SIGIR (2011)
2011
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Arandjelovic, R., Zisserman, A.: Multiple queries for large scale specific object retrieval. In: BMVC (2012)
2012
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Babenko, A., Lempitsky, V.: The inverted multi-index. In: CVPR (2012)
2012
Cited alongside, same era.
Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: NIPS (2012)
2012
Cited alongside, same era.
Norouzi, M., Punjani, A., Fleet, D.J.: Fast search in Hamming space with multi-index hashing. In: CVPR (2012)
2012
Cited alongside, same era.
Fernando, B., Tuytelaars, T.: Mining multiple queries for image retrieval: On-the-fly learning of an object-specific mid-level representation. In: ICCV (2013)
2013
Cited alongside, same era.
Jin, Z., Hu, Y., Lin, Y., Zhang, D., Lin, S., Cai, D., Li, X.: Complementary projection hashing. In: ICCV (2013)
2013
Cited alongside, same era.
2014
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Kalantidis, Y., Avrithis, Y.: Locally optimized product quantization for approximate nearest neighbor search. In: CVPR (2014)
2014
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2014
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Wang, J., Shen, H.T., Yan, S., Yu, N., Li, S., Wang, J.: Optimized distances for binary code ranking. In: Proceedings of the ACM International Conference on Multimedia. pp. 517–526. ACM (2014)
2014
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2013
Cited alongside, same era.
Zhang, L., Zhang, Y., Tang, J., Lu, K., Tian, Q.: Binary code ranking with weighted hamming distance. In: CVPR (2013)
2013
Cited alongside, same era.
Babenko, A., Slesarev, A., Chigorin, A., Lempitsky, V.: Neural codes for image retrieval. In: ECCV (2014)
2014
Cited alongside, same era.
Dollár, P., Appel, R., Belongie, S., Perona, P.: Fast feature pyramids for object detection. PAMI 36(8), 1532–1545 (2014)
2014
Cited alongside, same era.
Ge, T., He, K., Ke, Q., Sun, J.: Optimized product quantization. Tech. Rep. 4 (2014)
2014
Cited alongside, same era.
Girshick, R., Donahue, J., Darrell, T., Malik, J.: Rich feature hierarchies for accurate object detection and semantic segmentation. In: CVPR (2014)
2014
Cited alongside, same era.
Gordo, A., Perronnin, F., Gong, Y., Lazebnik, S.: Asymmetric distances for binary embeddings. PAMI 36(1), 33–47 (2014)
2014
Cited alongside, same era.
2014
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Avrithis, Y., Kalantidis, Y., Anagnostopoulos, E., Emiris, I.Z.: Web-scale image clustering revisited. In: ICCV (2015)
2015
Later among the works it cites.
Gong, Y., Pawlowski, M., Yang, F., Brandy, L., Bourdev, L., Fergus, R.: Web scale photo hash clustering on a single machine. In: CVPR (2015)
2015
Later among the works it cites.
Shen, F., Shen, C., Liu, W., Shen, H.T.: Supervised discrete hashing. CVPR (2015)
2015
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2015
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Tolias, G., Avrithis, Y., Jégou, H.: Image search with selective match kernels: Aggregation across single and multiple images. International Journal of Computer Vision pp. 1–15 (2015)
2015
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Douze, M., Jégou, H., Perronnin, F.: Polysemous codes. In: ECCV (2016)
2016
Closest in time.
Thomee, B., Elizalde, B., Shamma, D.A., Ni, K., Friedland, G., Poland, D., Borth, D., Li, L.J.: Yfcc100m: The new data in multimedia research. Communications of the ACM 59(2), 64–73 (2016)
2016
Closest in time.