Correction reports updates on facial expression recognition using an ensemble model, indicating citation additions.
Correction on: Videla LS and Mukamalla BR (2026) Explainable gradient convolutional vector fuzzy pattern analysis based on ensemble model for facial expression recognition. Front. Big Data 9:1807184. doi: 10.3389/fdata.2026.1807184 Missing in-text citation [Lyons et al., 1998;Lyons, 2021] was not cited in the article. The citation has now been inserted in the section [4 Results and discussion Dataset details: jaffedbase facial expression dataset:] and should read: "[The JAFFE database is a foundational, small-scale dataset of posed facial expressions. It consists of 213 grayscale images featuring 10 Japanese female subjects, each displaying the seven prototypical emotions: anger, disgust, fear, happiness, sadness, surprise, and neutral. The JAFFE dataset (Lyons et al., 1998;Lyons, 2021) was used in this study. We thank Prof. Michael Lyons, Miyuki Kamachi, and Jiro Gyoba for providing this valuable resource. For details on the dataset and its proper attribution, please refer to the references below.]"The following references have been added to the References section: Lyons, M. J., Akamatsu, S., Kamachi, M., & Gyoba, J. (1998). Coding facial expressions with Gabor wavelets. In Proceedings of the Third IEEE International Conference on Automatic Face and Gesture . IEEE. doi: 10.1109/AFGR.1998.670949 Lyons, M. J. (2021). "Excavating AI" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset. arXiv preprint arXiv:2107.13998. https://arxiv.org/abs/2107.13998 The original version of this article has been updated.
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