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California State Polytechnic University – Pomona

1. Lepere, Jacob. An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image.

Degree: MS, Department of Computer Science, 2019, California State Polytechnic University – Pomona

In this paper, I will evaluate the performance of PRNet, the current state-of-the-art 3D face reconstruction from a single image method, against low-resolution images. The results show that improvements can be made by introducing deep learning image enhancement techniques as a preprocessing step. However, the improvements made with these separate preprocessing approaches are not optimal, showing that, it is believed, a connected deep learning model combining face enhancement and 3D model generation can help to encompass a broader range of potential real-world images. The contributions in this paper include presenting the deficiencies in PRNet, providing a standardized evaluation framework, and propositions for future model structures and training methods. Advisors/Committee Members: Ji, Hao (advisor), Sun, Yu (committee member).

Subjects/Keywords: 3D Face Reconstruction

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APA · Chicago · MLA · Vancouver · CSE | Export to Zotero / EndNote / Reference Manager

APA (6th Edition):

Lepere, J. (2019). An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image. (Masters Thesis). California State Polytechnic University – Pomona. Retrieved from http://hdl.handle.net/10211.3/212976

Chicago Manual of Style (16th Edition):

Lepere, Jacob. “An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image.” 2019. Masters Thesis, California State Polytechnic University – Pomona. Accessed September 21, 2019. http://hdl.handle.net/10211.3/212976.

MLA Handbook (7th Edition):

Lepere, Jacob. “An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image.” 2019. Web. 21 Sep 2019.

Vancouver:

Lepere J. An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image. [Internet] [Masters thesis]. California State Polytechnic University – Pomona; 2019. [cited 2019 Sep 21]. Available from: http://hdl.handle.net/10211.3/212976.

Council of Science Editors:

Lepere J. An Empirical Evaluation of 3D Face Reconstruction From a Single Low-Resolution Image. [Masters Thesis]. California State Polytechnic University – Pomona; 2019. Available from: http://hdl.handle.net/10211.3/212976

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