DCT-Former: Efficient Self-Attention with Discrete Cosine Transform [PDF]
Since their introduction the Transformer architectures emerged as the dominating architectures for both natural language processing and, more recently, computer vision applications.
Carmelo Scribano +3 more
semanticscholar +1 more source
TextDCT: Arbitrary-Shaped Text Detection via Discrete Cosine Transform Mask [PDF]
Arbitrary-shaped scene text detection is a challenging task due to the variety of text changes in font, size, color, and orientation. Most existing regression based methods resort to regress the masks or contour points of text regions to model the text ...
Yuchen Su +6 more
semanticscholar +1 more source
Automated Surface Texture Analysis via Discrete Cosine Transform and Discrete Wavelet Transform [PDF]
Surface roughness and texture are critical to the functional performance of engineering components. The ability to analyze roughness and texture effectively and efficiently is much needed to ensure surface quality in many surface generation processes ...
Melih C. Yesilli +3 more
semanticscholar +1 more source
Lightweight Denoising Autoencoder Design for Noise Removal in Electrocardiography
This study proposes two denoising autoencoder models with discrete cosine transform and discrete wavelet transform, to remove electrode motion artifacts in noisy electrocardiography. Initially, the discrete cosine transform and discrete wavelet transform
Ming-Hwa Sheu +5 more
doaj +1 more source
Recognition of Ultrasound Images of Breast Cancer Based on Discrete Sinc Transform and Deep Learning [PDF]
Background: : The most common cause of cancer-related death among women all over the world is breast cancer. Altough ultrasound emaging I useful in diagnosis of the patients, itsaccuracy needs more improvement.
Mohamed Azmy
doaj +1 more source
DCT-Mask: Discrete Cosine Transform Mask Representation for Instance Segmentation [PDF]
Binary grid mask representation is broadly used in instance segmentation. A representative instantiation is Mask R-CNN which predicts masks on a 28×28 binary grid.
Xing Shen +7 more
semanticscholar +1 more source
The Discrete Cosine Transform on Triangles [PDF]
The discrete cosine transform is a valuable tool in analysis of data on undirected rectangular grids, like images. In this paper it is shown how one can define an analogue of the discrete cosine transform on triangles. This is done by combining algebraic signal processing theory with a specific kind of multivariate Chebyshev polynomials.
Bastian Seifert, Knut Hüper
openaire +2 more sources
Approximate calculation of 8-point DCT for various scenarios of practical applications
In this paper, based on the parametric model of the matrix of discrete cosine transform (DCT), and using an exhaustive search of the parameters’ space, we seek for the best approximations of 8-point DCT at the given computational complexities by taking ...
Dariusz Puchala
doaj +1 more source
Generalized Discrete Cosine Transform [PDF]
The discrete cosine transform (DCT), introduced by Ahmed, Natarajan and Rao, has been used in many applications of digital signal processing, data compression and information hiding. There are four types of the discrete cosine transform. In simulating the discrete cosine transform, we propose a generalized discrete cosine transform with three ...
Jianqin Zhou, Ping Chen
openaire +1 more source
Comparative analysis of chosen transforms in the context of de-noising harmonic signals [PDF]
In the article, comparison of popular transforms used i.a. in denoising harmonical signals was presented. The division of signals submitted to mathematical analysis was shown and chosen transforms such as Short Time Fourier Transform, Wigner-Ville ...
Artur Zacniewski
doaj +1 more source

