Neurophysiology Signal Codecs for the DICOM® Standard: Preliminary Results

被引:0
|
作者
Battaglia, Filippo [1 ]
Galanti, Mattia [2 ]
Gugliandolo, Giovanni [1 ]
Rampp, Stefan [3 ,4 ]
Remi, Jan [5 ]
Parashos, Alexandra [6 ]
Sharma, Sonali [6 ]
Bhatia, Sonal [6 ]
Dean, Brian C. [2 ]
Kutluay, Ekrem [7 ]
Campbell, Zeke [7 ]
Schmitt, Sarah [7 ]
Donato, Nicola [1 ]
Halford, Jonathan J. [7 ,8 ]
Campobello, Giuseppe [1 ]
机构
[1] Univ Messina, Dept Engn, Messina, Italy
[2] Clemson Univ, Sch Comp, Clemson, SC USA
[3] Univ Hosp Erlangen, Dept Neurosurg, Erlangen, Germany
[4] Univ Hosp Erlangen, Dept Neuroradiol, Erlangen, Germany
[5] Ludwig Maximilians Univ Munchen, Dept Neurol, Munich, Germany
[6] Med Univ South Carolina, Charleston, SC 29425 USA
[7] Ralph H Johnson VA Med Ctr, Charleston, SC USA
[8] Med Univ South Carolina, Dept Neurol, Charleston, SC 29425 USA
关键词
Neurophysiology signals; compression techniques; biomedical signal processing; NEAR-LOSSLESS COMPRESSION; NEURAL-NETWORK; EEG; ALGORITHM; SYSTEM;
D O I
10.1109/MEMEA60663.2024.10596834
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper we report experimental results on compression of neurophysiology signals obtained as part of the standardization activities conducted by the Working Group 32 (WG-32) of the Digital Imaging and Communications in Medicine (DICOM). WG-32 focuses on extending the DICOM (R) standard for clinical neurophysiology data exchange. With this aim, several compression techniques specifically devised for neurophysiology signals, as well as audio codecs, have been investigated and compared using real-world datasets. Moreover, a web-based application, named EEGnet and developed specifically for viewing and annotating electroencephalography (EEG) data, has been exploited for determining the maximum distortion that can be tolerated on neurophysiology signals. Through the EEGnet framework, eight neurologists, affiliated to different universities and medical centers, identified signals where they observed a clinically-significant difference. As one of the main results of our study, we found that, in the case of EEG signals, a percentage root mean square difference (PRD) of 5% can be accepted by clinicians and experts. On the other hand, all experts agreed that distortion is unacceptable when the PRD is greater than 15%. Finally, surprisingly enough, experimental results showed that audio codecs provide performance levels that, in some cases, are comparable to those of state-of-the-art algorithms specifically devised for compression of EEG signals.
引用
收藏
页数:6
相关论文
共 50 条
  • [21] NEMA releases revised DICOM standard
    不详
    JOURNAL OF NUCLEAR MEDICINE, 2005, 46 (02) : 28N - 28N
  • [22] Audiovisual signal compression: The 64/P codecs
    Jayant, N
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING '96, 1996, 2727 : 2 - 2
  • [23] RESULTS OF AN INVESTIGATION OF ADAPTIVE SPEECH CODECS
    NEKHAYEV, AL
    PERTSEVA, VA
    SITNYAKOVSKIY, IV
    TELECOMMUNICATIONS AND RADIO ENGINEERING, 1984, 38-9 (01) : 34 - 36
  • [24] Perceptual Image Coding by Standard-Constraint Codecs
    Richter, Thomas
    PCS: 2009 PICTURE CODING SYMPOSIUM, 2009, : 493 - 496
  • [25] Quality Evaluation of Holographic Images Coded With Standard Codecs
    Amirpour, Hadi
    Pinheiro, Antonio M. G.
    Fonseca, Elsa
    Ghanbari, Mohammad
    Pereira, Manuela
    IEEE TRANSACTIONS ON MULTIMEDIA, 2021, 24 : 3256 - 3264
  • [26] RESULTS OF AN INVESTIGATION OF ADAPTIVE SPEECH CODECS.
    Nekhayev, A.L.
    Pertseva, V.A.
    Sitnyakovskiy, I.V.
    Telecommunications and Radio Engineering (English translation of Elektrosvyaz and Radiotekhnika), 1984, 38-39 (01): : 34 - 36
  • [27] Informatics in Radiology An Information Model of the DICOM Standard
    Kahn, Charles E., Jr.
    Langlotz, Curtis P.
    Channin, David S.
    Rubin, Daniel L.
    RADIOGRAPHICS, 2011, 31 (01) : 295 - U356
  • [28] A DICOM Standard Pipeline for Microscope Imaging Modalities
    Gupta, Yubraj
    Costa, Carlos
    Pinho, Eduardo
    Silva, Luis A. Bastiao
    26TH IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (IEEE ISCC 2021), 2021,
  • [29] Minimum PACS system based on DICOM standard
    Jimenez-Herrera, Armando
    Aviles-Cruz, Carlos
    Arechiga-Martinez, Rene
    PROCEEDING OF THE 11TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTERS: COMPUTER SCIENCE AND TECHNOLOGY, VOL 4, 2007, : 233 - +
  • [30] DICOM Java']Java viewer: Using WWW internet technology and DICOM 3.0 standard
    Fernandez-Bayo, J
    Barbero, O
    Rubies, C
    Sentis, M
    CAR '98 - COMPUTER ASSISTED RADIOLOGY AND SURGERY, 1998, 1165 : 376 - 379