Image stitching based on human visual system and SIFT algorithm

被引:21
作者
Zhang, Jindong [1 ,2 ]
Xiu, Ying [1 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Peoples R China
[2] Jilin Univ, Key Lab Symbol Computat & Knowledge Engn, Minist Educ, Changchun 130012, Peoples R China
基金
中国国家自然科学基金;
关键词
Image stitching; Human visual system; Image fusion; Optimal seamline detection; FRAMEWORK; FEATURES; NETWORK;
D O I
10.1007/s00371-023-02791-4
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The image stitching process often produces many undesirable effects. Solving problems such as discontinuity and dislocation of pictures has always been the focus of people's research. From the perspective of human vision, this dislocation situation can be easily perceived and found. In this paper, we propose a stitching strategy based on the human visual system (HVS) and scale-invariant feature transform (SIFT) algorithm. We preprocess the brightness difference and contrast of the stitched images, combining SIFT algorithm and HVS to divide the overlapping areas of the stitched images and establish an attribute relationship model. We use dynamic programming to find the optimal seamline according to the attribute relationship model, and the final result makes the optimal seamline almost invisible under the discriminative vision of human eyes. The experimental results show that our method has more advantages in the HVS.
引用
收藏
页码:427 / 439
页数:13
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