Text-to-3D Generative AI on Mobile Devices: Measurements and Optimizations

Author:

Zhang Xuechen1ORCID,Li Zheng2ORCID,Oymak Samet3ORCID,Chen Jiasi3ORCID

Affiliation:

1. University of California, Riverside, Riverside, USA

2. University of Michigan, Ann Arbor, United States of America

3. University of Michigan, Ann Arbor, USA

Funder

National Science Foundation

Publisher

ACM

Reference28 articles.

1. Jonathan T Barron , Ben Mildenhall , Matthew Tancik , Peter Hedman , Ricardo Martin-Brualla , and Pratul P Srinivasan . 2021 . Mip-nerf: A multiscale representation for anti-aliasing neural radiance fields . In IEEE/CVF ICCV. Jonathan T Barron, Ben Mildenhall, Matthew Tancik, Peter Hedman, Ricardo Martin-Brualla, and Pratul P Srinivasan. 2021. Mip-nerf: A multiscale representation for anti-aliasing neural radiance fields. In IEEE/CVF ICCV.

2. Defang Chen , Jian-Ping Mei , Hailin Zhang , Can Wang , Yan Feng , and Chun Chen . 2022. Knowledge distillation with the reused teacher classifier . In IEEE/CVF CVPR. Defang Chen, Jian-Ping Mei, Hailin Zhang, Can Wang, Yan Feng, and Chun Chen. 2022. Knowledge distillation with the reused teacher classifier. In IEEE/CVF CVPR.

3. Xinlei Chen , Hao Fang , Tsung-Yi Lin , Ramakrishna Vedantam , Saurabh Gupta , Pi-otr Dollár, and C Lawrence Zitnick . 2015. Microsoft coco captions: Data collection and evaluation server. arXiv preprint arXiv:1504.00325 ( 2015 ). Xinlei Chen, Hao Fang, Tsung-Yi Lin, Ramakrishna Vedantam, Saurabh Gupta, Pi-otr Dollár, and C Lawrence Zitnick. 2015. Microsoft coco captions: Data collection and evaluation server. arXiv preprint arXiv:1504.00325 (2015).

4. Zhiqin Chen , Thomas Funkhouser , Peter Hedman , and Andrea Tagliasacchi . 2023 . Mobilenerf: Exploiting the polygon rasterization pipeline for efficient neural field rendering on mobile architectures . In IEEE/CVF CVPR. Zhiqin Chen, Thomas Funkhouser, Peter Hedman, and Andrea Tagliasacchi. 2023. Mobilenerf: Exploiting the polygon rasterization pipeline for efficient neural field rendering on mobile architectures. In IEEE/CVF CVPR.

5. Jun Gao , Tianchang Shen , Zian Wang , Wenzheng Chen , Kangxue Yin , Daiqing Li , Or Litany , Zan Gojcic , and Sanja Fidler . 2022. Get3d: A generative model of high quality 3d textured shapes learned from images. NeurIPS ( 2022 ). Jun Gao, Tianchang Shen, Zian Wang, Wenzheng Chen, Kangxue Yin, Daiqing Li, Or Litany, Zan Gojcic, and Sanja Fidler. 2022. Get3d: A generative model of high quality 3d textured shapes learned from images. NeurIPS (2022).

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