Feature-Linking Model for Image Enhancement

被引:46
作者
Zhan, Kun [1 ]
Teng, Jicai [1 ]
Shi, Jinhui [1 ]
Li, Qiaoqiao [1 ]
Wang, Mingying [1 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Gansu, Peoples R China
基金
美国国家科学基金会;
关键词
VISUAL FEATURE INTEGRATION; CONTRAST ENHANCEMENT; PATTERN-RECOGNITION; QUALITY ASSESSMENT; SYNCHRONIZATION; SEGMENTATION; CORTEX; OSCILLATIONS; COMPUTATION; NETWORKS;
D O I
10.1162/NECO_a_00832
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Inspired by gamma-band oscillations and other neurobiological discoveries, neural networks research shifts the emphasis toward temporal coding, which uses explicit times at which spikes occur as an essential dimension in neural representations. We present a feature-linking model (FLM) that uses the timing of spikes to encode information. The first spiking time of FLM is applied to image enhancement, and the processing mechanisms are consistent with the human visual system. The enhancement algorithm achieves boosting the details while preserving the information of the input image. Experiments are conducted to demonstrate the effectiveness of the proposed method. Results show that the proposed method is effective.
引用
收藏
页码:1072 / 1100
页数:29
相关论文
共 70 条
[1]  
[Anonymous], 2000, Fuzzy image enhancement: an overview, fuzzy techniques in image processing
[2]  
[Anonymous], 2013, International Scholarly Research Notices., DOI [DOI 10.1155/2013/905685, 10.1155/2013/905685]
[3]  
[Anonymous], 2008, Brain Dynamics: An Introduction to Models and Simulations
[4]  
[Anonymous], 2010, Dynamic coordination in the brain: From neurons to mind
[5]   Contour Detection and Hierarchical Image Segmentation [J].
Arbelaez, Pablo ;
Maire, Michael ;
Fowlkes, Charless ;
Malik, Jitendra .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (05) :898-916
[6]   A Histogram Modification Framework and Its Application for Image Contrast Enhancement [J].
Arici, Tarik ;
Dikbas, Salih ;
Altunbasak, Yucel .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (09) :1921-1935
[7]  
Arnheim Rudolf., 1954, Art and Visual Perception: A Psychology of the Creative Eye.
[8]   Enhancement of microscopy mineral images through constructing alternating operators using opening and closing based toggle operator [J].
Bai, Xiangzhi ;
Zhang, Yu .
JOURNAL OF OPTICS, 2014, 16 (12)
[9]   A neural model of visual figure-ground segregation from kinetic occlusion [J].
Barnes, Timothy ;
Mingolla, Ennio .
NEURAL NETWORKS, 2013, 37 :141-162
[10]   An instance of coincidence detection architecture relying on temporal coding [J].
Béroule, D .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2004, 15 (05) :963-979