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References (42)
-
M. Abedi, G. Norouzi, A. Bahroudi (2012)
Support vector machine for multi-classification of mineral prospectivity areasComput. Geosci., 46
-
K. Haris, S. Efstratiadis, N. Maglaveras, A. Katsaggelos (1998)
Hybrid image segmentation using watersheds and fast region mergingIEEE transactions on image processing : a publication of the IEEE Signal Processing Society, 7 12
-
(2008)
Digital Image Processing (3rd ed.) -
H. Jian, L. Guoxiang, Kubota Shin, Ou Qiang, Toshino Sho, Wang Xing, Y. Xiaoguang, Uesugi Kentaro, M. Hoshino, Sasaki Osamu, Kano Harumasa, Sato Tomohiko, Komiya Tsuyoshi (2016)
Internal Microanatomy and Zoological Affinity of the Early Cambrian OlivooidesActa Geologica Sinica ‐ English Edition, 90
-
M. Steiner, Guoxiang Li, Y. Qian, Maoyan Zhu, B. Erdtmann (2007)
Neoproterozoic to Early Cambrian small shelly fossil assemblages and a revised biostratigraphic correlation of the Yangtze Platform (China)Palaeogeography, Palaeoclimatology, Palaeoecology, 254
-
Xiaoguang Yang, Jian Han, Xing Wang, J. Schiffbauer, K. Uesugi, O. Sasaki, T. Komiya (2017)
Euendoliths versus ambient inclusion trails from Early Cambrian Kuanchuanpu Formation, South ChinaPalaeogeography, Palaeoclimatology, Palaeoecology, 476
-
S. Sural, Gang Qian, S. Pramanik (2002)
Segmentation and histogram generation using the HSV color space for image retrievalProceedings. International Conference on Image Processing, 2
-
T. Lindeberg (2012)
Scale Invariant Feature TransformScholarpedia, 7
-
Xiaoguang Yang, Jian Han (2017)
Ambient inclusion trails and microboring structures on Early Cambrian microfossilsChinese Science Bulletin, 62
-
M. Steiner, Maoyan Zhu, Guoxiang Li, Y. Qian, B. Erdtmann (2004)
New early Cambrian bilaterian embryos and larvae from ChinaGeology, 32
-
Huaqiao Zhang, Xi-ping Dong (2015)
The oldest known larva and its implications for the plesiomorphy of metazoan developmentScience Bulletin, 60
-
Liu Yunhua (2014)
THE NEW RECORD OF PHOSPHATIZED CAMBRICODIUM FOSSILS FROM THE BASAL CAMBRIAN OF THE SOUTHERN SHAANXI,CHINA -
S. Beucher (1994)
Watershed, Hierarchical Segmentation and Waterfall Algorithm -
Proceedings of the Eighteenth International Conference on Machine Learning, 2001, p. 577–584. Constrained K-means Clustering with Background Knowledge -
(1999)
c ○ 2001 Kluwer Academic Publishers. Manufactured in The Netherlands. Contour and Texture Analysis for Image Segmentation -
(1990)
Early Cambrian fossils from south Australia -
(2017)
A spherical hat–shaped organism from the Lower Cambrian Kuanchuanpu Formation -
Ondřej Chum, James Philbin, Andrew Zisserman (2008)
Near Duplicate Image Detection: min-Hash and tf-idf Weighting -
Daewon Lee, Jaewook Lee (2007)
Domain described support vector classifier for multi-classification problemsPattern Recognit., 40
-
S. Bengtson, Yue Zhao (1997)
Fossilized Metazoan Embryos from the Earliest CambrianScience, 277
-
Jian Han, Yaoping Cai, J. Schiffbauer, H. Hua, Xing Wang, Xiaoguang Yang, K. Uesugi, T. Komiya, Jie Sun (2017)
A Cloudina-like fossil with evidence of asexual reproduction from the lowest Cambrian, South ChinaGeological Magazine, 154
-
Corinna Cortes, V. Vapnik (1995)
Support-Vector NetworksMachine Learning, 20
-
J. Cowie (1964)
The Cambrian periodGeological Society, London, Special Publications, 1
-
Huaqiao Zhang, S. Xiao, Yunhuan Liu, Yunhuan Liu, Xunlai Yuan, B. Wan, A. Muscente, Tiequan Shao, Hao Gong, Guohua Cao (2015)
Armored kinorhynch-like scalidophoran animals from the early CambrianScientific Reports, 5
-
(2017)
Microscopic fossils with multi-level tetrad cell structures from the Cambrian Kuanchuanpu Formation in south Shaanxi -
S. Süsstrunk, R. Buckley, Steve Swen (1999)
Standard RGB Color Spaces -
(2008)
Upper Saddle River -
M. Steiner, Y. Qian, Guoxiang Li, J. Hagadorn, Maoyan Zhu (2014)
The developmental cycles of early Cambrian Olivooidae fam. nov. (?Cycloneuralia) from the Yangtze Platform (China)Palaeogeography, Palaeoclimatology, Palaeoecology, 398
-
M. Steiner, Guoxiang Li, Y. Qian, Maoyan Zhu (2004)
Lower Cambrian Small Shelly Fossils of northern Sichuan and southern Shaanxi (China), and their biostratigraphic importance -
(1977)
Hyolitha and some problematica from the Lower Cambrian Meishucun Stage in central and SW China -
Yunhuan Liu, Tiequan Shao, Huaqiao Zhang, Qi Wang, Yanan Zhang, Cheng Chen, YONG-YAN Liang, Jia-Rong Xue (2017)
A new scyphozoan from the Cambrian Fortunian Stage of South ChinaPalaeontology, 60
-
L. Vincent (1993)
Morphological grayscale reconstruction in image analysis: applications and efficient algorithmsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society, 2 2
-
(2019)
Artificial intelligence identification of microfossils from the Lower Cambrian Kuchuanpu Formation in southern Shaanxi -
D. Bailey (2004)
An Efficient Euclidean Distance Transform -
(1980)
male, born in 1980 in Dali -
Jian Han, S. Morris, Q. Ou, D. Shu, H. Huang (2017)
Meiofaunal deuterostomes from the basal Cambrian of Shaanxi (China)Nature, 542
-
Eric Mortensen, Hongli Deng, L. Shapiro (2005)
A SIFT descriptor with global context2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), 1
-
C. Cusano, G. Ciocca, R. Schettini (2003)
Image annotation using SVM, 5304
-
(2018)
The Division of the Late EdiacaranCambrian boundary interval stratigraphy and new options of index fossil FAD in South China -
A. Asundi, Z. Wensen (1998)
Fast phase-unwrapping algorithm based on a gray-scale mask and flood fill.Applied optics, 37 23
-
Jian Han, S. Kubota, Guoxiang Li, Xiaoyong Yao, Xiaoguang Yang, D. Shu, Yong Li, S. Kinoshita, O. Sasaki, T. Komiya, Gang Yan (2013)
Early Cambrian Pentamerous Cubozoan Embryos from South ChinaPLoS ONE, 8
-
R. Cucchiara, C. Grana, Massimo Piccardi, A. Prati, Stefano Sirotti (2001)
Improving shadow suppression in moving object detection with HSV color informationITSC 2001. 2001 IEEE Intelligent Transportation Systems. Proceedings (Cat. No.01TH8585)
- Publisher
- Wiley
- Copyright
- © 2020 Geological Society of China
- ISSN
- 1000-9515
- eISSN
- 1755-6724
- DOI
- 10.1111/1755-6724.14498
- Publisher site
- See Article on Publisher Site
Abstract
The Cambrian Kuanchuanpu Formation in southern Shaanxi, China is a critical window for the understanding of the Cambrian explosion, because of abundant and various exceptionally preserved metazoans and embryo fossils yielded. The efficiency of traditional sample manually selecting with microscopes is quite low and hinder the discoveries of new species, thus recognition and classification of microfossils by artificial intelligence (AI) is substantially in the request. In this paper, we develop a procedure for fossil area segmentation in common multi‐typed mixed photos by improved watershed algorithm. And for better fossil recognition, previous histogram of oriented grandient (HOG) algorithm is replaced by scale invariant feature transform (SIFT), which is feasible for the segmented images and increase the accuracy significantly. Thus, the scope of application of AI fossil recognition can be extended form single fossil image to multi‐typed mixed images and the reliability is also secured, as the result of our test presents a high (at least 84%) accuracy of fossil recognition.
Journal
Acta Geologica Sinica (English Edition) – Wiley
Published: Feb 1, 2020
Keywords: ; ; ;