Image classification methods based on plain Bayesian inference: an experiment from AGH

被引:0
|
作者
Wang, Wentao [1 ]
机构
[1] Second Acad China Aerosp Sci & Ind Corp, Inst 706, Beijing, Peoples R China
来源
2024 5TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATION, ICCEA 2024 | 2024年
关键词
AGH; SVM; Bayesian inference; image classification;
D O I
10.1109/ICCEA62105.2024.10604087
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This research introduces an image classification method using plain Bayesian inference for identifying AGH. The method combines a pretrained VGG-11 model with a Support Vector Machine (SVM) classifier, enhanced by data augmentation to address class imbalance. The model integrates both image and textual data to improve classification accuracy. Experimental results show that the method achieves high accuracy and AUROC scores, demonstrating its effectiveness for AGH identification, with potential applications in ecological monitoring.
引用
收藏
页码:1027 / 1031
页数:5
相关论文
共 50 条
  • [1] Bayesian Inference for Post-Processing of Remote-Sensing Image Classification
    Camara, Gilberto
    Assuncao, Renato
    Carvalho, Alexandre
    Simoes, Rolf
    Souza, Felipe
    Carlos, Felipe
    Souza, Anielli
    Rorato, Ana
    Dal'Asta, Ana Paula
    REMOTE SENSING, 2024, 16 (23)
  • [2] Adaptive relevance feedback based on Bayesian inference for image retrieval
    Duan, LJ
    Gao, W
    Zeng, W
    Zhao, DB
    SIGNAL PROCESSING, 2005, 85 (02) : 395 - 399
  • [3] New PDE-based methods for image enhancement using SOM and Bayesian inference in various discretization schemes
    Karras, D. A.
    Mertzios, G. B.
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2009, 20 (10)
  • [4] Classification of urinary sediments image based on Bayesian classifier
    Dong, Liyan
    Yuan, Senmiao
    Liu, Guangyuan
    Zhou, Lingyan
    Li, Yongli
    2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 556 - +
  • [5] Inferring a Bayesian Network for Content-Based Image Classification
    Shariat, Shahriar
    Rabiee, Hamid R.
    Khansari, Mohammad
    ADVANCES IN COMPUTER SCIENCE AND ENGINEERING, 2008, 6 : 211 - 218
  • [6] Leveraging Bayesian deep learning and ensemble methods for uncertainty quantification in image classification: A ranking-based approach
    Abdullah, Abdullah A.
    Hassan, Masoud M.
    Mustafa, Yaseen T.
    HELIYON, 2024, 10 (02)
  • [7] Efficient reliability updating methods based on Bayesian inference and sequential learning Kriging
    Feng, Kaixuan
    Lu, Zhenzhou
    Wang, Jiaqi
    He, Pengfei
    Dai, Ying
    STRUCTURAL SAFETY, 2023, 104
  • [8] Image classification methods based on space vector model
    Chen M.-S.
    Su Y.
    Sang A.-J.
    Li P.-P.
    2018, Editorial Board of Jilin University (48): : 943 - 951
  • [9] Bayesian inference framework for bounded generalized Gaussian-based mixture model and its application to biomedical images classification
    Alroobaea, Roobaea
    Rubaiee, Saeed
    Bourouis, Sami
    Bouguila, Nizar
    Alsufyani, Abdulmajeed
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2020, 30 (01) : 18 - 30
  • [10] Data Augmentation Based on Image Translation for Bayesian Inference-Based Damage Diagnostics of Miter Gates
    Zeng, Yichao
    Zeng, Jice
    Todd, Michael D.
    Hu, Zhen
    ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART B-MECHANICAL ENGINEERING, 2025, 11 (01):