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Comput."},{"key":"ref6","first-page":"82","article-title":"Less is more: Micro-expression recognition from video using apex frame","volume":"62","author":"Liong","year":"2018","journal-title":"Signal Process.: Image Commun."},{"key":"ref7","first-page":"4701","article-title":"Efficient denoising approach based eulerian video magnification for colour and motion variations","volume":"10","author":"Shahadi","year":"2020","journal-title":"Int. J. Electric. Comput. Eng."},{"key":"ref8","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1007\/s00371-018-1607-6","article-title":"Micro-expression recognition: An updated review of current trends, challenges and solutions","volume":"36","author":"Goh","year":"2020","journal-title":"Vis. Comput."},{"key":"ref9","doi-asserted-by":"crossref","DOI":"10.3389\/fpsyg.2017.01745","article-title":"Dual temporal scale convolutional neural network for micro-expression recognition","volume":"8","author":"Peng","year":"2017","journal-title":"Front. Psychol."},{"key":"ref10","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1016\/j.neucom.2018.05.107","article-title":"Micro-expression recognition with small sample size by transferring long-term convolutional neural network","volume":"312","author":"Wang","year":"2018","journal-title":"Neurocomputing"},{"key":"ref11","series-title":"IEEE. Int.Conf. Neul. Net.","first-page":"1","article-title":"Spontaneous facial micro-expression recognition using 3D spatiotemporal convolutional neural networks","author":"Reddy","year":"Jul. 14\u201319, 2019"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1007\/s00530-020-00663-8","article-title":"Manifold feature integration for micro-expression recognition","volume":"26","author":"Takalkar","year":"2020","journal-title":"Multimed. Syst."},{"key":"ref13","doi-asserted-by":"crossref","first-page":"1054","DOI":"10.1587\/transinf.2018EDP7153","article-title":"Combining 3D convolutional neural networks with transfer learning by supervised pre-training for facial micro-expression recognition","volume":"102","author":"Zhi","year":"2019","journal-title":"IEICE Trans. Inf. Syst."},{"key":"ref14","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1016\/j.neucom.2020.06.005","article-title":"Micro-attention for micro-expression recognition","volume":"410","author":"Wang","year":"2020","journal-title":"Neurocomputing"},{"key":"ref15","article-title":"CASME II: An improved spontaneous micro-expression database and the baseline evaluation","volume":"9","author":"Yan","year":"2014","journal-title":"PLoS One"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1016\/j.ins.2022.11.113","article-title":"Deep3DCANN: A deep 3DCNN-ANN framework for spontaneous micro-expression recognition","volume":"630","author":"Thuseethan","year":"2023","journal-title":"Inf. Sci."},{"key":"ref17","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1109\/TAFFC.2016.2573832","article-title":"Samm: A spontaneous micro-facial movement dataset","volume":"9","author":"Davison","year":"2018","journal-title":"IEEE Trans. Affect. Comput."},{"key":"ref18","doi-asserted-by":"crossref","first-page":"19301","DOI":"10.1007\/s11042-017-5317-2","article-title":"A survey: Facial micro-expression recognition","volume":"77","author":"Takalkar","year":"2018","journal-title":"Multimed. Tools Appl."},{"key":"ref19","article-title":"Micro-expression recognition model based on TV-L1 optical flow method and improved shufflenet","volume":"12","author":"Liu","year":"2022","journal-title":"Sci. Rep."},{"key":"ref20","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1007\/s11265-017-1276-0","article-title":"Hybrid facial regions extraction for micro-expression recognition system","volume":"90","author":"Liong","year":"2018","journal-title":"J. Signal Process. 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Imag. pro.","first-page":"1","article-title":"MERANet: Facial micro-expression recognition using 3D residual attention network","author":"Gajjala","year":"Dec. 19\u201322, 2021"},{"key":"ref31","article-title":"Dual-ATME: Dual-branch attention network for micro-expression recognition","volume":"25","author":"Zhou","year":"2023","journal-title":"Entropy"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2185520.2185561","article-title":"Eulerian video magnification for revealing subtle changes in the world","volume":"31","author":"Wu","year":"2012","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"ref33","unstructured":"J. Liu, K. Li, B. Song, and L. Zhao, \u201cA multi-stream convolutional neural network for micro-expression recognition using optical flow and EVM,\u201d 2020, arXiv:2011.03756."},{"key":"ref34","series-title":"IEEE. Int.Conf. Auto. Fac.Gest. 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Syst."},{"key":"ref38","series-title":"Pattern Recognition","first-page":"214","author":"Zach","year":"2007"},{"key":"ref39","first-page":"568","article-title":"Two-stream convolutional networks for action recognition in videos","volume":"27","author":"Simonyan","year":"2014","journal-title":"Adv. Neural Inform. Process. Syst."},{"key":"ref40","series-title":"Proc. Euro. Conf. Comput. Visio.","first-page":"3","article-title":"CBAM: Convolutional block attention module","author":"Woo","year":"Sep. 8\u201314, 2018"},{"key":"ref41","series-title":"Acm. sigk. Int. Conf. Knowl. Dis. Data. Min.","first-page":"785","article-title":"XGBoost: A scalable tree boosting system","author":"Chen","year":"Aug. 13\u201317, 2016"},{"key":"ref42","doi-asserted-by":"crossref","DOI":"10.1088\/1748-0221\/17\/03\/P03020","article-title":"Classification of pulsar signals using ensemble gradient boosting algorithms based on asymmetric under-sampling method","volume":"17","author":"Tariq","year":"2022","journal-title":"J. Instrum."},{"key":"ref43","series-title":"ACM. Int. Conf. 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