PDF-OptimizedProduct Quantization forApproximate Nearest Neighbor Search Tiezheng Ge Kaiming

The essence of product quantization is to decompose the orig inal highdimensional space into the Cartesian product of a 64257nite number of lowdimensional subspaces that are then quantized separately Optimal space decomposition is im portant for the. Casually shot photos can appear tilted and are often corrected by rotation and cropping This trivial so lution may remove desired content and hurt image integri ty Instead of doing rigid rotation we propose a warping method that creates the percepti usthk Abstract A continuous nearest neighbor query retrieves the nearest neighbor NN of every point on a line segment eg find all my nearest gas stations during my route from point to point The result contains a set of point interval tuples such The dark channel prior is a kind of s tatistics of the hazefree outdoor images It is based on a key observation most local patches in hazefree outdoor images contain some pixels which have very low intensities in at least one color channel Using th com Abstract We present a very ef64257cient highly accurate Explicit Shape Regression approach for face alignment Unlike previous regressionbased approaches we directly learn a vectorial regression function to infer the whole fa cial shape a set of f This is a method of classifying patterns based on the class la bel of the closest training patterns in the feature space The common algorithms used here are the nearest neighbourNN al gorithm the knearest neighbourkNN algorithm and the mod i64257ed In this paper we propose a novel type of explicit image 57356l ter guided 57356lter Derived from a local linear model the guided 57356lter generates the 57356ltering output by considering the content of a guidance image which can be the input imag ustceducn xudongcafangwenjiansun microsoftcom Abstract Making a highdimensional eg 100Kdim feature for face recognition seems not a good idea because it will bring dif64257culties on consequent training computation and stor age This prevents furthe Little attention has been seriously paid to the disparity re64257nement In this work we study weighted median 64257ltering for dis parity re64257nement We discover that with this re64257nement even the simple box 64257lter aggregation achieves compa R China jiansun weiweiz xitang and hshum microsoftcom Abstract In this paper we introduce background cut a high quality and real time foreground layer extraction algorithm From a single video sequence with a moving foreground object and stationary Neighbor. Search with Keywords. Abstract. Conventional spatial queries, such as range search and nearest . neighbor. retrieval, involve only conditions on objects' geometric properties. Today, many modern applications call for novel forms of queries that aim to find objects satisfying both a spatial predicate, and a predicate on their associated texts. For example, instead of considering all the restaurants, a nearest . Condensing Techniques. Nearest Neighbor Revisited. Condensing Techniques. Proximity Graphs and Decision Boundaries. Editing Techniques . Organization. Last updated: . Nov. . 7, . 2013. Nearest Neighbour Rule. COMPATIBLE WITH BITPLANE IMAGE CODING. Department of Information and Communications Engineering. Universitat. . Autònoma. de Barcelona, Spain. Francesc . Aulí. -Llinàs. L. H. α. W. TABLE OF CONTENTS. flares, and ten facts about the Sun. I also will tell why we should learn more about the Sun . Solar Flares. . What are solar flares? Solar flares are powerful burst of radiation. Harmful radiation cannot pass through Earth’s atmosphere . Preview. Location and Landforms. - . East Asia’s landforms vary from country to country. China has long influenced the cultures of other East Asian countries.. Climate and Resources. - . Volcanoes, earthquakes, and tsunamis affect the people of East Asia..