Computer Applications and Software, Volume. 42, Issue 4, 114(2025)

VIDEO KEYFRAME EXTRACTION ALGORITHM BASED ON MULTI-FEATURE FUSION SIMILARITY

Huang Qing1, Feng Hongcai2, Liu Li1, and Chen Lingyun1
Author Affiliations
  • 1School of Mathematics and Computer Sciences, Wuhan Polytechnic University, Wuhan 430048, Hubei, China
  • 2Network and Information Center, Wuhan Polytechnic University, Wuhan 430023, Hubei, China
  • show less
    References(16)

    [1] [1] Naveed E, Wook B S, Hammad M, et al. Multi-scale contrast and relative motion-based key frame extraction[J]. EURASIP Journal on Image & Video Processing, 2018(40): 1-12.

    [2] [2] Kuncheva L I, Yousefi P, Almeida J. Edited nearest neighbour for selecting keyframe summaries of egocentric videos[J]. Journal of Visual Communication and Image Representation, 2018, 52(1): 118-130.

    [3] [3] Aldelfy H A, Al-Mufraji M H, Saeed T R. Improved key frame extraction using discrete wavelet transform with modified threshold factor[J]. TELKOMNIKA (Telecommunication Computing Electronics and Control), 2018, 16(2): 567 -572.

    [4] [4] Aote S S, Potnurwar A. An automatic video annotation framework based on two level keyframe extraction mechanism[J]. Multimedia Tools and Applications, 2019, 78(11): 14465-14484.

    [5] [5] Yuan Y, Lu Z, Yang Z, et al. Key frame extraction based on global motion statistics for team-sport videos[J]. Multimedia Systems, 2022, 28: 387-401.

    [6] [6] Bommisetty R M, Prakash O, Khare A. Keyframe extraction using Pearson correlation coefficient and color moments[J]. Multimedia Systems, 2019, 2020: 267-299.

    [7] [7] Kzltepe R S, Gan J Q, Escobar J J. A novel keyframe extraction method for video classification using deep neural networks[J]. Neural Computing and Applications, 2023, 35: 24513-24524.

    [8] [8] Bommisetty R M, Khare A, Siddiqui T J, et al. Fusion of gradient and feature similarity for Keyframe extraction[J]. Multimedia Tools and Applications, 2021(80): 15429-15467.

    [9] [9] Wu L, Zhang S, Jian M, et al. Two stage shot boundary detection via feature fusion and spatial-temporal convolutional neural networks[J]. IEEE Access, 2019, 7: 77268-77276.

    [10] [10] Gygli M. Ridiculously fast shot boundary detection with fully convolutional neural networks[EB]. arXiv: 1705.08214, 2017.

    [11] [11] Prathiba T, Kumari R. Eagle eye CBVR based on unique key frame extraction and deep belief neural network[J]. Wireless Personal Communications, 2021(116): 411.

    [12] [12] Nigam S, Khare A. Integration of moment invariants and uniform local binary patterns for human activity recognition in video sequences[J]. Multimedia Tools and Applications, 2016(75): 17303-173332.

    [14] [14] Theckedath D, Sedamkar R R. Detecting affect states using VGG16, ResNet50 and SE-ResNet50 networks[J]. SN Computer Science, 2020(79): 1-7.

    [15] [15] Mademlis I, Tefas A, Pitas I. A salient dictionary learning framework for activity video summarization via key-frame extraction[J]. Information Sciences, 2018, 432: 319-331.

    [18] [18] Hermans A, Beyer L, Leibe B. Indefense of the triplet loss for person re-identification[EB]. arXiv: 1703.07737, 2017.

    [19] [19] Avila S E F D, Lopes A P B, Luz A D, et al. VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method[J]. Pattern Recognition Letters, 2011, 32(1): 56-68.

    Tools

    Get Citation

    Copy Citation Text

    Huang Qing, Feng Hongcai, Liu Li, Chen Lingyun. VIDEO KEYFRAME EXTRACTION ALGORITHM BASED ON MULTI-FEATURE FUSION SIMILARITY[J]. Computer Applications and Software, 2025, 42(4): 114

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Dec. 23, 2021

    Accepted: Aug. 25, 2025

    Published Online: Aug. 25, 2025

    The Author Email:

    DOI:10.3969/j.issn.1000-386x.2025.04.018

    Topics