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Decorrelation: Decorrelation is a common pre-processing step for classiﬁcation [17, 15]. In recent work, Hariharan et al. [15] proposed an efﬁcient scheme for estimating covariances between HOG features [6] with the goal of replacing linear SVMs with LDA and thus allowing for fast training.

You may think of this as filtering out all the wavelengths the instrument should not “care about.” In order for positive filtering to be completely effective, the analyzer must filter out The current paper presents a method to generate decorrelation filters for three - dimensional loudspeaker arrays with arbitrary angular spacing as well as for binaural configurations. Correlation Filters with Weighted Convolution Responses Zhiqun He1∗, Yingruo Fan1∗, Junfei Zhuang1∗, Yuan Dong1,2, HongLiang Bai2 1Beijing University of Posts and Telecommunications, 2 Beijing FaceAll Co. {he010103, evelyn}@bupt.edu.cn {junfei.zhuang, yuan.dong, hongliang.bai}@faceall.cn Abstract Cepstral coefficients are widely used in speech recognition. In this paper, we claim that they are not the best way of representing the spectral envelope, at least for some usual speech recognition systems. In fact, cepstrum has several disadvantages: poor physical meaning, need of transformation, and low capacity of adaptation to some recognition systems. In this paper, we propose a new In this thesis we extend the filter design paradigm to structured prediction tasks i.e., tasks that involve predicting structured outputs (outputs with complex internal structure like object bounding boxes in images) instead of a small or simple set (like a single binary or real output) through the application of biometric key-binding which is posed as a structured prediction problem. (decorrelation) matrixis perfect, then perfect decorrelation will be achieved.

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We refer to this decorrelation as blind noise decorrelation. Filter based trackers model the appearance of objects us-ing ﬁlters trained on example images. The target is ini-tially selected based on a small tracking window cen-tered on the object in the ﬁrst frame. From this point on, tracking and ﬁlter training work together. The target is tracked by correlating the ﬁlter over a search window in PSAdaptive Eigenstructure Classification and Stochastic Decorrelation Filters for Coherent Interference Suppression in the Acoustic Zoom Method* J. Guigné1, S. Azad1, C. Clements1, A. Gogacz1, W. Hunt1, A. Pant1, and J. Stacey1 Search and Discovery Article #41503 (2014)** Posted December 15, 2014 *Adapted from poster presentation given at AAPG International Conference & Exhibition, Istanbul In this thesis we extend the filter design paradigm to structured prediction tasks i.e., tasks that involve predicting structured outputs (outputs with complex internal structure like object bounding boxes in images) instead of a small or simple set (like a single binary or real output) through the application of biometric key-binding which is posed as a structured prediction problem. (decorrelation) matrixis perfect, then perfect decorrelation will be achieved.

Backed by NASA, NSF, and US Army. Shop a wide variety of Lens Filter Kits; Polarizing Filters, Creative Effects Filters, Diffusion Filters & much more, at B&H. We show that that models regularized with local feature decorrelation have is no guarantee that networks with a high number of filter weights, and thus with a Regarding external connectivity and functionality, a key feature of the adaptive filter model is its use of the decorrelation algorithm, which renders it uniquely av J Nygårds · 2016 · Citerat av 12 — The decorrelation by removing the previous information can also be performed at the local estimates as in the channel filter [8]. C. Covariance Intersection.

## 2020-01-01

Decorrelation is a general term for any process that is used to reduce autocorrelation within a signal, or cross-correlation within a set of signals, while preserving other aspects of the signal. A frequently used method of decorrelation is the use of a matched linear filter to reduce the autocorrelation of a signal as far as possible.

### A linear decorrelation and renormalization of the signal channels can be implemented with an operator O, which often improves further multichannel processing. The empirical covariance of the K channels is computed from L signal vector examples →xl = (x l,)0 ≤ k < K: µk = 1 LN ∑ L − 1t = 0 ∑ N − 1n = 0x l, k[n]

[15] proposed an efﬁcient scheme for estimating covariances between HOG features [6] with the goal of replacing linear SVMs with LDA and thus allowing for fast training.

First we use a linear filter to decorrelate the sources and their derivatives in the mixtures. Then apply Regularized sparse kernel SFA to the filtered mixtures for
We show how to numerically obtain such a decorrelation filter by solving a nonlinear optimization problem. This technique can also be applied to other linear separation methods, whose output signals are decorrelated, such as ICA. Published in: 2011 International Conference on Computer Vision. 2013-04-12
2015-01-01
The design steps of reciprocal MLS decorrelation filters are outlined as follows: (1) Create an L-degree or N = 2L-1 points MLS x = (a0, a1,.aN-2, aN-1) and its reversed-order sequence y =( aN-1, aN-2,. a1, a0). (2) Sequences x and y are respectively used as the coefficients of a decorrelation FIR-filters pair. Image Correlation, Convolution and Filtering Carlo Tomasi This note discusses the basic image operations of correlation and convolution, and some aspects of one
2015-04-01
High Correlation Filter.

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2. SEARCHING FOR THE The proposed non-linear processing combines a shaped comb-allpass (SCAL) filter with the injection of psychoacoustically masked noise.

1.3. Voice activity detection A short-term magnitude estimation of …
Correlation Filters with Weighted Convolution Responses Zhiqun He1∗, Yingruo Fan1∗, Junfei Zhuang1∗, Yuan Dong1,2, HongLiang Bai2 1Beijing University of Posts and Telecommunications, 2 Beijing FaceAll Co. {he010103, evelyn}@bupt.edu.cn {junfei.zhuang, yuan.dong, hongliang.bai}@faceall.cn
2014-02-27
Decorrelation: Decorrelation is a common pre-processing step for classiﬁcation [17, 15].

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You may think of this as filtering out all the wavelengths the instrument should not “care about.” In order for positive filtering to be completely effective, the analyzer must filter out all wavelengths associated with all interfering species. This paper describes a new framework for extracting the target signal in diffuse noise environments. We utilize crystal arrays, a certain class of symmetrical microphone arrays with crystal-like geometries, which enable interchannel decorrelation of isotropic noise without knowing the value of its covariance matrix.

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### This paper describes a new framework for extracting the target signal in diffuse noise environments. We utilize crystal arrays, a certain class of symmetrical microphone arrays with crystal-like geometries, which enable interchannel decorrelation of isotropic noise without knowing the value of its covariance matrix. We refer to this decorrelation as blind noise decorrelation.

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