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Operational Rate-Distortion Performance of Single-source and Distributed Compressed Sensing [PDF]
We consider correlated and distributed sources without cooperation at the encoder. For these sources, we derive the best achievable performance in the rate-distortion sense of any distributed compressed sensing scheme, under the constraint of high--rate ...
Coluccia, Giulio+2 more
core +6 more sources
Microseismic monitoring is widely applied in dams, mines, and various fields of underground engineering. The number of sensors in microseismic monitoring systems is usually very large, which will result in a huge amount of data being produced if the ...
Ran Zhang+3 more
doaj +2 more sources
Time-Varying Channel Estimation Based on Distributed Compressed Sensing for OFDM Systems [PDF]
For orthogonal frequency division multiplexing (OFDM) systems in high-mobility scenarios, the estimation of time-varying multipath channels not only has a large error, which affects system performance, but also requires plenty of pilots, resulting in low
Yong Ding+4 more
doaj +2 more sources
Study on communication channel estimation by improved SOMP based on distributed compressed sensing [PDF]
Wireless communication channel usually show the feature of time-varying; however, the time-varying channel has the characteristic that the channel structure within the adjacent time slots having serious time correlation.
Biao Wang+4 more
doaj +2 more sources
Design and Analysis of a Greedy Pursuit for Distributed Compressed Sensing [PDF]
Sent to IEEE Transaction on Signal ...
Dennis Sundman+2 more
openalex +5 more sources
An Efficient Distributed Compressed Sensing Algorithm for Decentralized Sensor Network. [PDF]
Liu J, Huang K, Zhang G.
europepmc +3 more sources
Semi‐supervised classification of fundus images combined with CNN and GCN
Abstract Purpose Diabetic retinopathy (DR) is one of the most serious complications of diabetes, which is a kind of fundus lesion with specific changes. Early diagnosis of DR can effectively reduce the visual damage caused by DR. Due to the variety and different morphology of DR lesions, automatic classification of fundus images in mass screening can ...
Sixu Duan+8 more
wiley +1 more source
Distributed Compressed Video Sensing [PDF]
This paper proposes a novel framework called Distributed Compressed Video Sensing (DISCOS) - a solution for Distributed Video Coding (DVC) based on the Compressed Sensing (CS) theory. The DISCOS framework compressively samples each video frame independently at the encoder and recovers video frames jointly at the decoder by exploiting an interframe ...
Thong T. Do+5 more
openaire +3 more sources
Distributed Compressed Hyperspectral Sensing Imaging Based on Spectral Unmixing
The huge volume of hyperspectral imagery demands enormous computational resources, storage memory, and bandwidth between the sensor and the ground stations.
Zhongliang Wang, Hua Xiao
doaj +1 more source
Compressed sensing of data with a known distribution [PDF]
22 pages, 7 figures. New colorblind safe figures. Sections 3 and 4 completely rewritten.
Mateo Díaz+3 more
openaire +5 more sources