Image restoration using the Hopfield network with nonzero autoconnection. Paik, J. & Katsaggelos, A. In International Conference on Acoustics, Speech, and Signal Processing, volume 4, pages 1909–1912, 1990. IEEE. Paper doi abstract bibtex A modified Hopfield network model for image restoration is presented. The proposed network does not require zero autoconnections, which is one of the major drawbacks of the Hopfield network. A new number-representation scheme for implementing the proposed network is given. The proposed network with sequential update is shown to converge. The sufficient conditions for convergence of n-simultaneous updates are also given. When the image-restoration problem does not satisfy the convergence conditions, a greedy algorithm which guarantees convergence (at the expense of the image quality) is used.
@inproceedings{JoonKi1990a,
abstract = {A modified Hopfield network model for image restoration is presented. The proposed network does not require zero autoconnections, which is one of the major drawbacks of the Hopfield network. A new number-representation scheme for implementing the proposed network is given. The proposed network with sequential update is shown to converge. The sufficient conditions for convergence of n-simultaneous updates are also given. When the image-restoration problem does not satisfy the convergence conditions, a greedy algorithm which guarantees convergence (at the expense of the image quality) is used.},
author = {Paik, J.K. and Katsaggelos, A.K.},
booktitle = {International Conference on Acoustics, Speech, and Signal Processing},
doi = {10.1109/ICASSP.1990.115873},
issn = {07367791},
pages = {1909--1912},
publisher = {IEEE},
title = {{Image restoration using the Hopfield network with nonzero autoconnection}},
url = {http://ieeexplore.ieee.org/document/115873/},
volume = {4},
year = {1990}
}
Downloads: 0
{"_id":"edoQ4WG9RavWAcd6n","bibbaseid":"paik-katsaggelos-imagerestorationusingthehopfieldnetworkwithnonzeroautoconnection-1990","author_short":["Paik, J.","Katsaggelos, A."],"bibdata":{"bibtype":"inproceedings","type":"inproceedings","abstract":"A modified Hopfield network model for image restoration is presented. The proposed network does not require zero autoconnections, which is one of the major drawbacks of the Hopfield network. A new number-representation scheme for implementing the proposed network is given. The proposed network with sequential update is shown to converge. The sufficient conditions for convergence of n-simultaneous updates are also given. When the image-restoration problem does not satisfy the convergence conditions, a greedy algorithm which guarantees convergence (at the expense of the image quality) is used.","author":[{"propositions":[],"lastnames":["Paik"],"firstnames":["J.K."],"suffixes":[]},{"propositions":[],"lastnames":["Katsaggelos"],"firstnames":["A.K."],"suffixes":[]}],"booktitle":"International Conference on Acoustics, Speech, and Signal Processing","doi":"10.1109/ICASSP.1990.115873","issn":"07367791","pages":"1909–1912","publisher":"IEEE","title":"Image restoration using the Hopfield network with nonzero autoconnection","url":"http://ieeexplore.ieee.org/document/115873/","volume":"4","year":"1990","bibtex":"@inproceedings{JoonKi1990a,\nabstract = {A modified Hopfield network model for image restoration is presented. The proposed network does not require zero autoconnections, which is one of the major drawbacks of the Hopfield network. A new number-representation scheme for implementing the proposed network is given. The proposed network with sequential update is shown to converge. The sufficient conditions for convergence of n-simultaneous updates are also given. When the image-restoration problem does not satisfy the convergence conditions, a greedy algorithm which guarantees convergence (at the expense of the image quality) is used.},\nauthor = {Paik, J.K. and Katsaggelos, A.K.},\nbooktitle = {International Conference on Acoustics, Speech, and Signal Processing},\ndoi = {10.1109/ICASSP.1990.115873},\nissn = {07367791},\npages = {1909--1912},\npublisher = {IEEE},\ntitle = {{Image restoration using the Hopfield network with nonzero autoconnection}},\nurl = {http://ieeexplore.ieee.org/document/115873/},\nvolume = {4},\nyear = {1990}\n}\n","author_short":["Paik, J.","Katsaggelos, A."],"key":"JoonKi1990a","id":"JoonKi1990a","bibbaseid":"paik-katsaggelos-imagerestorationusingthehopfieldnetworkwithnonzeroautoconnection-1990","role":"author","urls":{"Paper":"http://ieeexplore.ieee.org/document/115873/"},"metadata":{"authorlinks":{}}},"bibtype":"inproceedings","biburl":"https://sites.northwestern.edu/ivpl/files/2023/06/IVPL_Updated_publications-1.bib","dataSources":["KTWAakbPXLGfYseXn","ePKPjG8C6yvpk4mEK","ya2CyA73rpZseyrZ8","qhF8zxmGcJfvtdeAg","fvDEHD49E2ZRwE3fb","H7crv8NWhZup4d4by","DHqokWsryttGh7pJE","vRJd4wNg9HpoZSMHD","sYxQ6pxFgA59JRhxi","w2WahSbYrbcCKBDsC","XasdXLL99y5rygCmq","3gkSihZQRfAD2KBo3","t5XMbyZbtPBo4wBGS","bEpHM2CtrwW2qE8FP","teJzFLHexaz5AQW5z"],"keywords":[],"search_terms":["image","restoration","using","hopfield","network","nonzero","autoconnection","paik","katsaggelos"],"title":"Image restoration using the Hopfield network with nonzero autoconnection","year":1990}