Minet Anal 3d

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Xian-Feng Han et al. IEEE Trans Pattern Anal Mach Intell. 2021 May.
3D reconstruction is a longstanding ill-posed problem, which has been explored for decades by the computer vision, computer graphics, and machine learning communities. Since 2015, image-based 3D reconstruction using convolutional neural networks (CNN) has attracted increasing interest and demonstrated an impressive performance. Given this new era of rapid evolution, this article provides a comprehensive survey of the recent developments in this field. We focus on the works which use deep learning techniques to estimate the 3D shape of generic objects either from a single or multiple RGB images. We organize the literature based on the shape representations, the network architectures, and the training mechanisms they use. While this survey is intended for methods which reconstruct generic objects, we also review some of the recent works which focus on specific object classes such as human body shapes and faces. We provide an analysis and comparison of the performance of some key papers, summarize some of the open problems in this field, and discuss promising directions for future research.
Laga H, Jospin LV, Boussaid F, Bennamoun M. Laga H, et al. IEEE Trans Pattern Anal Mach Intell. 2020 Oct 20;PP. doi: 10.1109/TPAMI.2020.3032602. Online ahead of print. IEEE Trans Pattern Anal Mach Intell. 2020. PMID: 33079659
Khan F, Salahuddin S, Javidnia H. Khan F, et al. Sensors (Basel). 2020 Apr 16;20(8):2272. doi: 10.3390/s20082272. Sensors (Basel). 2020. PMID: 32316336 Free PMC article. Review.
Singh SP, Wang L, Gupta S, Goli H, Padmanabhan P, Gulyás B. Singh SP, et al. Sensors (Basel). 2020 Sep 7;20(18):5097. doi: 10.3390/s20185097. Sensors (Basel). 2020. PMID: 32906819 Free PMC article. Review.
Wu D, Kim K, Li Q. Wu D, et al. Med Phys. 2019 Nov;46(11):4763-4776. doi: 10.1002/mp.13627. Epub 2019 Sep 21. Med Phys. 2019. PMID: 31132144
Bernal J, Kushibar K, Asfaw DS, Valverde S, Oliver A, Martí R, Lladó X. Bernal J, et al. Artif Intell Med. 2019 Apr;95:64-81. doi: 10.1016/j.artmed.2018.08.008. Epub 2018 Sep 6. Artif Intell Med. 2019. PMID: 30195984 Review.
Nabwire S, Suh HK, Kim MS, Baek I, Cho BK. Nabwire S, et al. Sensors (Basel). 2021 Jun 25;21(13):4363. doi: 10.3390/s21134363. Sensors (Basel). 2021. PMID: 34202291 Free PMC article. Review.
Chen S, Wu S, Wang L. Chen S, et al. PeerJ Comput Sci. 2021 May 25;7:e552. doi: 10.7717/peerj-cs.552. eCollection 2021. PeerJ Comput Sci. 2021. PMID: 34141884 Free PMC article.
Rao Y, Zhang M, Cheng Z, Xue J, Pu J, Wang Z. Rao Y, et al. Sensors (Basel). 2021 Apr 13;21(8):2731. doi: 10.3390/s21082731. Sensors (Basel). 2021. PMID: 33924465 Free PMC article.
Čavojská J, Petrasch J, Mattern D, Lehmann NJ, Voisard A, Böttcher P. Čavojská J, et al. Commun Biol. 2020 Jun 30;3(1):337. doi: 10.1038/s42003-020-1057-3. Commun Biol. 2020. PMID: 32606393 Free PMC article.

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Minet Anal 3d