TY - GEN
T1 - SIFT and RANSAC-Based Image Mosaic Algorithm for Image Compression
AU - Lungisani, Bose A.
AU - Lebekwe, Casper K.
AU - Zungeru, Adamu M.
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Intensive research has been done on image mosaic algorithms to improve the field of view through generated image mosaics. The current imagery software packages used are computationally intensive to be used in real-time applications and are not economically affordable. Therefore, we have proposed an improved SIFT algorithm, which was then evaluated with an open-source algorithm and commercial software using structural similarity index measure (SSIM) and mosaicing computational times for mosaic accuracy and processing efficiency, respectively. Our approach demonstrated a significant improvement of more than 10% average on the mosaicing computational times for the five datasets used. Its mosaicing accuracy was found to be relatively within an acceptable range of above 90% averagely.
AB - Intensive research has been done on image mosaic algorithms to improve the field of view through generated image mosaics. The current imagery software packages used are computationally intensive to be used in real-time applications and are not economically affordable. Therefore, we have proposed an improved SIFT algorithm, which was then evaluated with an open-source algorithm and commercial software using structural similarity index measure (SSIM) and mosaicing computational times for mosaic accuracy and processing efficiency, respectively. Our approach demonstrated a significant improvement of more than 10% average on the mosaicing computational times for the five datasets used. Its mosaicing accuracy was found to be relatively within an acceptable range of above 90% averagely.
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U2 - 10.1109/SmartNets55823.2022.9994026
DO - 10.1109/SmartNets55823.2022.9994026
M3 - Conference contribution
AN - SCOPUS:85146628544
T3 - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
BT - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2022 International Conference on Smart Applications, Communications and Networking, SmartNets 2022
Y2 - 29 November 2022 through 1 December 2022
ER -