Semi-supervised 3D holistic human mesh reconstruction from a single image

Joshua Santoso; Williem .

doi:10.1117/12.2665606

25 March 2023 Semi-supervised 3D holistic human mesh reconstruction from a single image

Joshua Santoso, Williem .

Proceedings Volume 12592, International Workshop on Advanced Imaging Technology (IWAIT) 2023; 125922O (2023) https://doi.org/10.1117/12.2665606
Event: International Workshop on Advanced Imaging Technology (IWAIT) 2023, 2023, Jeju, Korea, Republic of

Abstract

3D holistic human mesh reconstruction has gained attention in the computer vision field. However, the absence of an in-the-wild training dataset with 3D annotations, makes this field more challenging. There is a large-scale synthetic dataset called AGORA to address this problem. Since this dataset is still synthetic, there is still a gap to deal with the real scenario. In this paper, we introduce a semi-supervised approach to bridge the gap between synthetic and real data. Our experiment shows that our approach could improve in terms of the quantitative and qualitative results.

Citation Download Citation

Joshua Santoso and Williem . "Semi-supervised 3D holistic human mesh reconstruction from a single image", Proc. SPIE 12592, International Workshop on Advanced Imaging Technology (IWAIT) 2023, 125922O (25 March 2023); https://doi.org/10.1117/12.2665606

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