{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T03:16:30Z","timestamp":1761621390175},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"abstract":"<jats:p>Learning from synthetic faces, though perhaps appealing for high data efficiency, may not bring satisfactory performance due to the distribution discrepancy of the synthetic and real face images. To mitigate this gap, we propose a 3D-Aided Deep Pose-Invariant Face Recognition Model (3D-PIM), which automatically recovers realistic frontal faces from arbitrary poses through a 3D face model in a novel way. Specifically, 3D-PIM incorporates a simulator with the aid of a 3D Morphable Model (3D MM) to obtain shape and appearance prior for accelerating face normalization learning, requiring less training data. It further leverages a global-local Generative Adversarial Network (GAN) with multiple critical improvements as a refiner to enhance the realism of both global structures and local details of the face simulator\u2019s output using unlabelled real data only, while preserving the identity information. Qualitative and quantitative experiments on both controlled and in-the-wild benchmarks clearly demonstrate superiority of the proposed model over state-of-the-arts.<\/jats:p>","DOI":"10.24963\/ijcai.2018\/165","type":"proceedings-article","created":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:49:10Z","timestamp":1530755350000},"page":"1184-1190","source":"Crossref","is-referenced-by-count":60,"title":["3D-Aided Deep Pose-Invariant Face Recognition"],"prefix":"10.24963","author":[{"given":"Jian","family":"Zhao","sequence":"first","affiliation":[{"name":"National University of Singapore"},{"name":"National University of Defense Technology"}]},{"given":"Lin","family":"Xiong","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Yu","family":"Cheng","sequence":"additional","affiliation":[{"name":"National University of Singapore"}]},{"given":"Yi","family":"Cheng","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Jianshu","family":"Li","sequence":"additional","affiliation":[{"name":"National University of Singapore"}]},{"given":"Li","family":"Zhou","sequence":"additional","affiliation":[{"name":"National University of Singapore"}]},{"given":"Yan","family":"Xu","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Jayashree","family":"Karlekar","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Sugiri","family":"Pranata","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Shengmei","family":"Shen","sequence":"additional","affiliation":[{"name":"Panasonic R&D Center Singapore"}]},{"given":"Junliang","family":"Xing","sequence":"additional","affiliation":[{"name":"National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences"}]},{"given":"Shuicheng","family":"Yan","sequence":"additional","affiliation":[{"name":"National University of Singapore"},{"name":"Qihoo 360 AI Institute"}]},{"given":"Jiashi","family":"Feng","sequence":"additional","affiliation":[{"name":"National University of Singapore"}]}],"member":"10584","event":{"number":"27","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2018","name":"Twenty-Seventh International Joint Conference on Artificial Intelligence {IJCAI-18}","start":{"date-parts":[[2018,7,13]]},"theme":"Artificial Intelligence","location":"Stockholm, Sweden","end":{"date-parts":[[2018,7,19]]}},"container-title":["Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2018,7,5]],"date-time":"2018-07-05T01:50:28Z","timestamp":1530755428000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2018\/165"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2018\/165","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}