Investigation of Efficient Approaches and Applications for Image Classification Through Deep Learning

被引:0
|
作者
Khandelwal, Shruti [1 ]
Prajapat, Shaligram [1 ]
机构
[1] Devi Ahilya Vishwavidyalya, Int Inst Profess Studies, Indore, Madhya Pradesh, India
关键词
Deep Learning; Image Classification; Convolutional Neural Networks (CNN); Recurrent Neural Networks (RNN); Benchmark Datasets; Hyperparameter Optimization;
D O I
10.1007/978-3-031-47508-5_37
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Deep learning has achieved significant success in image classification tasks. This study explores and compares efficient approaches for image classification using Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs) within the context of deep learning. The primary goal is to enhance our understanding of the effectiveness of these architectures for image classification tasks. The research concludes with a comparative analysis of different methods employed, highlighting their strengths, weaknesses, and potential applications in blended learning and Decision Support Systems for the Indian Penal Code (IPC).
引用
收藏
页码:471 / 487
页数:17
相关论文
共 50 条
  • [41] Advancing geological image segmentation: Deep learning approaches for rock type identification and classification
    Gupta, Amit Kumar
    Mathur, Priya
    Sheth, Farhan
    Travieso-Gonzalez, Carlos M.
    Chaurasia, Sandeep
    APPLIED COMPUTING AND GEOSCIENCES, 2024, 23
  • [42] Holistic Approaches to Music Genre Classification using Efficient Transfer and Deep Learning Techniques
    Prabhakar, Sunil Kumar
    Lee, Seong-Whan
    EXPERT SYSTEMS WITH APPLICATIONS, 2023, 211
  • [43] Efficient Feature Based Melanoma Skin Image Classification Using Machine Learning Approaches
    Pitchiah, Maniraj Subramanian
    Rajamanickam, Thamizhamuthu
    TRAITEMENT DU SIGNAL, 2022, 39 (05) : 1663 - 1671
  • [44] Pulmonary lung nodule detection and classification through image enhancement and deep learning
    Bhaskar, Nuthanakanti
    Ganashree, Tumkur Sureshkumar
    Patra, Raj Kumar
    INTERNATIONAL JOURNAL OF BIOMETRICS, 2023, 15 (3-4) : 291 - 313
  • [45] Colorectal Polyp Image Detection and Classification through Grayscale Images and Deep Learning
    Hsu, Chen-Ming
    Hsu, Chien-Chang
    Hsu, Zhe-Ming
    Shih, Feng-Yu
    Chang, Meng-Lin
    Chen, Tsung-Hsing
    SENSORS, 2021, 21 (18)
  • [46] Comparison of Deep Learning Approaches for Sentiment Classification
    Kalaivani, K. S.
    Uma, S.
    Kanimozhiselvi, C. S.
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTATION TECHNOLOGIES (ICICT 2021), 2021, : 1043 - 1047
  • [47] Deep Learning Approaches for Sung Vowel Classification
    Carlson, Parker
    Donnelly, Patrick J.
    ARTIFICIAL INTELLIGENCE IN MUSIC, SOUND, ART AND DESIGN, EVOMUSART 2024, 2024, 14633 : 67 - 83
  • [48] Deep Learning Approaches on Image Captioning: A Review
    Ghandi, Taraneh
    Pourreza, Hamidreza
    Mahyar, Hamidreza
    ACM COMPUTING SURVEYS, 2024, 56 (03)
  • [49] A survey of deep learning approaches to image restoration
    Su, Jingwen
    Xu, Boyan
    Yin, Hujun
    NEUROCOMPUTING, 2022, 487 : 46 - 65
  • [50] An Efficient Approach Based on Privacy-Preserving Deep Learning for Satellite Image Classification
    Alkhelaiwi, Munirah
    Boulila, Wadii
    Ahmad, Jawad
    Koubaa, Anis
    Driss, Maha
    REMOTE SENSING, 2021, 13 (11)