JOURNAL ARTICLE

Automatic remote sensing image registration based on SIFT descriptor and image classification

Abstract

The Scale Invariant Feature Transform (SIFT) has been widely used in remote sensing image registration. However, there are many false matches when it is adopted to align images of different sensors. In this paper, a new method based on the combination of image classification and SIFT descriptor is proposed to improve the performance of registration. Experiment results support the potential of the proposed approach in remote sensing image registration.

Keywords:
Scale-invariant feature transform Artificial intelligence Computer vision Image registration Computer science Feature extraction Feature (linguistics) Image (mathematics) Pattern recognition (psychology) Feature detection (computer vision) Image processing

Metrics

4
Cited By
0.32
FWCI (Field Weighted Citation Impact)
11
Refs
0.55
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

Related Documents

JOURNAL ARTICLE

Novel remote sensing image registration method based on an improved SIFT descriptor

Yuanzhang FanMingyue DingZhoufeng LiuDongyun Wang

Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Year: 2007 Vol: 6790 Pages: 67903G-67903G
JOURNAL ARTICLE

Summarization of SIFT-based remote sensing image registration techniques

Su Cen

Journal:   Guotu ziyuan yaogan Year: 2016 Vol: 28 (2)Pages: 14-20
JOURNAL ARTICLE

Remote Sensing Image Matching Based on Adaptive Binning SIFT Descriptor

Amin SedaghatHamid Ebadi

Journal:   IEEE Transactions on Geoscience and Remote Sensing Year: 2015 Vol: 53 (10)Pages: 5283-5293
JOURNAL ARTICLE

Remote sensing image registration based on KICA-SIFT descriptors

Xiangzeng LiuTian ZhengChengcai LengXifa Duan

Journal:   2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery Year: 2010 Pages: 278-282
JOURNAL ARTICLE

A robust multisource image automatic registration system based on the SIFT descriptor

Li WangZheng NiuChaoyang WuRenwei XieHuabing Huang

Journal:   International Journal of Remote Sensing Year: 2011 Vol: 33 (12)Pages: 3850-3869
© 2026 ScienceGate Book Chapters — All rights reserved.