Opto-Electronic Engineering, Volume. 52, Issue 1, 240234(2025)

Lightweight Swin Transformer combined with multi-scale feature fusion for face expression recognition

Yanqiu Li1,2, Shengzhao Li1, Guangling Sun1,2、*, and Pu Yan1,2
Author Affiliations
  • 1School of Electronic and Information Engineering, Anhui Jianzhu University, Hefei, Anhui 260601, China
  • 2Anhui International Joint Research Center for Ancient Architecture Intellisencing and Multi-Dimensional Modeling, Hefei, Anhui 230601, China
  • show less
    References(30)

    [1] Tian C Z, Song M, Tian J W et al. Combination weighting and FCE based evaluation for human-computer interaction effectiveness of command and control system[J]. Electron Opt Control, 31, 87-96(2024).

    [2] Li Y H, Lü X Q, Gu Y et al. Face detection algorithm based on improved S3FD network[J]. Laser Technol, 45, 722-728(2021).

    [3] Sun R, Shan X Q, Sun Q J et al. NIR-VIS face image translation method with dual contrastive learning framework[J]. Opto-Electron Eng, 49, 210317(2022).

    [4] Wang K, Peng X J, Yang J F et al. Suppressing uncertainties for large-scale facial expression recognition[C], 6896-6905(2020).

    [5] Zhang W X, Luo Y H, Liu Y Q et al. Image super-resolution reconstruction based on active displacement imaging[J]. Opto-Electron Eng, 51, 230290(2024).

    [6] Liu C, Cao L C, Jin Y et al. Transformer for age-invariant face recognition[J]. Laser Optoelectron Prog, 60, 1010019(2023).

    [8] Wang K, Peng X J, Yang J F et al. Region attention networks for pose and occlusion robust facial expression recognition[J]. IEEE Trans Image Process, 29, 4057-4069(2020).

    [10] Liu Y Z, Xu Z M, Lang C Y et al. Fine-grained facial expression recognition algorithm based on relationship-awareness and label disambiguation[J]. Acta Electron Sin, 52, 3336-3346(2024).

    [11] Chen Y, Wu L C, Wang C. A micro-expression recognition method based on multi-level information fusion network[J]. Acta Autom Sin, 50, 1445-1457(2024).

    [12] Zhang C C, Wang S, Wang W Y et al. Adversarial background attacks in a limited area for CNN based face recognition[J]. Opto-Electron Eng, 50, 220266(2023).

    [14] Vaswani A, Shazeer N, Parmar N et al. Attention is all you need[C], 6000-6010(2017).

    [15] Chen M, Radford A, Child R et al. Generative pretraining from pixels[C], 1691-1703(2020).

    [17] Liu C, Hirota K, Dai Y P. Patch attention convolutional vision transformer for facial expression recognition with occlusion[J]. Inf Sci, 619, 781-794(2023).

    [18] Chen X C, Zheng X W, Sun K et al. Self-supervised vision transformer-based few-shot learning for facial expression recognition[J]. Inf Sci, 634, 206-226(2023).

    [21] Feng H Q, Huang W K, Zhang D H et al. Fine-tuning Swin Transformer and multiple weights optimality-seeking for facial expression recognition[J]. IEEE Access, 11, 9995-10003(2023).

    [22] Pinasthika K, Laksono B S P, Irsal R B P et al. SparseSwin: Swin Transformer with sparse transformer block[J]. Neurocomputing, 580, 127433(2024).

    [25] Bodavarapu P N R, Srinivas P V V S. Facial expression recognition for low resolution images using convolutional neural networks and denoising techniques[J]. Indian J Sci Technol, 14, 971-983(2021).

    [28] Fard A P, Mahoor M H. Ad-corre: adaptive correlation-based loss for facial expression recognition in the wild[J]. IEEE Access, 10, 26756-26768(2022).

    [29] Zhu Y C, Wei L L, Lang C Y et al. Fine-grained facial expression recognition via relational reasoning and hierarchical relation optimization[J]. Pattern Recognit Lett, 164, 67-73(2022).

    Tools

    Get Citation

    Copy Citation Text

    Yanqiu Li, Shengzhao Li, Guangling Sun, Pu Yan. Lightweight Swin Transformer combined with multi-scale feature fusion for face expression recognition[J]. Opto-Electronic Engineering, 2025, 52(1): 240234

    Download Citation

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

    Category: Article

    Received: Oct. 7, 2024

    Accepted: Dec. 3, 2024

    Published Online: Feb. 21, 2025

    The Author Email: Guangling Sun (孙光灵)

    DOI:10.12086/oee.2025.240234

    Topics