A Comparative Analysis of Sensor-, Geometry-, and Neural-Based Methods for Food Volume Estimation

Author:

Abdur Rahman Lubnaa1ORCID,Papathanail Ioannis1ORCID,Brigato Lorenzo1ORCID,Mougiakakou Stavroula1ORCID

Affiliation:

1. University of Bern, Bern, Switzerland

Funder

MELISSA

Swiss Confederation - State Secretariat for Education, Research and Innovation (SERI)

Publisher

ACM

Reference38 articles.

1. Dario Allegra , Marios Anthimopoulos , Joachim Dehais , Ya Lu , Filippo Stanco , Giovanni Maria Farinella, and Stavroula Mougiakakou . 2017 . A multimedia database for automatic meal assessment systems. In New Trends in Image Analysis and Processing--ICIAP 2017: ICIAP International Workshops, WBICV, SSPandBE, 3AS, RGBD, NIVAR, IWBAAS, and MADiMa 2017, Catania, Italy, September 11--15, 2017, Revised Selected Papers 19. Springer , 471--478. Dario Allegra, Marios Anthimopoulos, Joachim Dehais, Ya Lu, Filippo Stanco, Giovanni Maria Farinella, and Stavroula Mougiakakou. 2017. A multimedia database for automatic meal assessment systems. In New Trends in Image Analysis and Processing--ICIAP 2017: ICIAP International Workshops, WBICV, SSPandBE, 3AS, RGBD, NIVAR, IWBAAS, and MADiMa 2017, Catania, Italy, September 11--15, 2017, Revised Selected Papers 19. Springer, 471--478.

2. Lameck Mbangula Amugongo , Alexander Kriebitz , Auxane Boch , and Christoph Lütge . 2022 . Mobile computer vision-based applications for food recognition and volume and calorific estimation: A systematic review . In Healthcare , Vol. 11 . MDPI, 59. Lameck Mbangula Amugongo, Alexander Kriebitz, Auxane Boch, and Christoph Lütge. 2022. Mobile computer vision-based applications for food recognition and volume and calorific estimation: A systematic review. In Healthcare, Vol. 11. MDPI, 59.

3. Shariq Farooq Bhat , Reiner Birkl , DianaWofk, PeterWonka, and Matthias Müller . 2023 . Zoedepth: Zero-shot transfer by combining relative and metric depth. arXiv preprint arXiv:2302.12288 (2023). Shariq Farooq Bhat, Reiner Birkl, DianaWofk, PeterWonka, and Matthias Müller. 2023. Zoedepth: Zero-shot transfer by combining relative and metric depth. arXiv preprint arXiv:2302.12288 (2023).

4. Mei-Yun Chen Yung-Hsiang Yang Chia-Ju Ho Shih-Han Wang Shane-Ming Liu Eugene Chang Che-Hua Yeh and Ming Ouhyoung. 2012. Automatic chinese food identification and quantity estimation. In SIGGRAPH Asia 2012 Technical Briefs. 1--4. Mei-Yun Chen Yung-Hsiang Yang Chia-Ju Ho Shih-Han Wang Shane-Ming Liu Eugene Chang Che-Hua Yeh and Ming Ouhyoung. 2012. Automatic chinese food identification and quantity estimation. In SIGGRAPH Asia 2012 Technical Briefs. 1--4.

5. Food Recognition for Dietary Assessment Using Deep Convolutional Neural Networks

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1. Image-based volume estimation for food in a bowl;Journal of Food Engineering;2024-01

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