基于图像的食物体积估计
Image-Based Food Volume Estimation.
作者信息
Chang Xu, Ye He, Albert Parra, Edward Delp, Nitin Khanna, Carol Boushey
机构信息
School of Electrical and Computer Engineering Purdue University West Lafayette, Indiana.
Department of Electronics and Communication Engineering Graphic Era University Dehradun, India.
出版信息
CEA13 (2013). 2013 Oct;2013:75-80. doi: 10.1145/2506023.2506037.
Abstract
In this paper, we propose an extension to our previous work on food portion size estimation using a single image and a multi-view volume estimation method. The single-view technique estimates food volume by using prior information (segmentation and food labels) generated from food identification methods we described earlier. For multi-view volume estimation, we use"Shape from Silhouettes"to estimate the food portion size. The experimental results of our volume estimation methods demonstrate our results with respect to accuracy and reliability.
摘要
在本文中，我们对之前关于使用单张图像进行食物份量估计的工作以及一种多视图体积估计方法进行了扩展。单视图技术通过使用我们之前描述的食物识别方法生成的先验信息（分割和食物标签）来估计食物体积。对于多视图体积估计，我们使用“从轮廓获取形状”来估计食物份量大小。我们体积估计方法的实验结果在准确性和可靠性方面展示了我们的成果。
相似文献
1
Image-Based Food Volume Estimation.
CEA13 (2013). 2013 Oct;2013:75-80. doi: 10.1145/2506023.2506037.
2
MODEL-BASED FOOD VOLUME ESTIMATION USING 3D POSE.
Proc Int Conf Image Proc. 2013 Sep;2013:2534-2538. doi: 10.1109/ICIP.2013.6738522. Epub 2014 Feb 13.
3
Single-View Food Portion Estimation Based on Geometric Models.
ISM. 2015 Dec;2015:385-390. doi: 10.1109/ISM.2015.67. Epub 2016 Mar 28.
4
Volume Estimation Using Food Specific Shape Templates in Mobile Image-Based Dietary Assessment.
Proc SPIE Int Soc Opt Eng. 2011 Feb 7;7873:78730K. doi: 10.1117/12.876669.
5
A Novel Mobile Structured Light System in Food 3D Reconstruction and Volume Estimation.
Sensors (Basel). 2019 Jan 29;19(3):564. doi: 10.3390/s19030564.
6
THE USE OF CO-OCCURRENCE PATTERNS IN SINGLE IMAGE BASED FOOD PORTION ESTIMATION.
IEEE Glob Conf Signal Inf Process. 2017 Nov;2017:462-466. doi: 10.1109/GlobalSIP.2017.8308685. Epub 2018 Mar 8.
7
Automatic portion estimation and visual refinement in mobile dietary assessment.
Proc SPIE Int Soc Opt Eng. 2010 Jan 1;7533. doi: 10.1117/12.849051.
8
Model-based measurement of food portion size for image-based dietary assessment using 3D/2D registration.
Meas Sci Technol. 2013 Oct;24(10). doi: 10.1088/0957-0233/24/10/105701.
9
Dining Bowl Modeling and Optimization for Single-Image-Based Dietary Assessment.
Sensors (Basel). 2024 Sep 19;24(18):6058. doi: 10.3390/s24186058.
10
Food Volume Estimation Based on Deep Learning View Synthesis from a Single Depth Map.
Nutrients. 2018 Dec 18;10(12):2005. doi: 10.3390/nu10122005.
引用本文的文献
1
Advancements in Using AI for Dietary Assessment Based on Food Images: Scoping Review.
J Med Internet Res. 2024 Nov 15;26:e51432. doi: 10.2196/51432.
2
Dining Bowl Modeling and Optimization for Single-Image-Based Dietary Assessment.
Sensors (Basel). 2024 Sep 19;24(18):6058. doi: 10.3390/s24186058.
3
Perspective: Opportunities and Challenges of Technology Tools in Dietary and Activity Assessment: Bridging Stakeholder Viewpoints.
Adv Nutr. 2022 Feb 1;13(1):1-15. doi: 10.1093/advances/nmab103.
4
Short and Long-Term Innovations on Dietary Behavior Assessment and Coaching: Present Efforts and Vision of the Pride and Prejudice Consortium.
Int J Environ Res Public Health. 2021 Jul 25;18(15):7877. doi: 10.3390/ijerph18157877.
5
Current Developments in Digital Quantitative Volume Estimation for the Optimisation of Dietary Assessment.
Nutrients. 2020 Apr 22;12(4):1167. doi: 10.3390/nu12041167.
6
THE USE OF CO-OCCURRENCE PATTERNS IN SINGLE IMAGE BASED FOOD PORTION ESTIMATION.
IEEE Glob Conf Signal Inf Process. 2017 Nov;2017:462-466. doi: 10.1109/GlobalSIP.2017.8308685. Epub 2018 Mar 8.
7
A COMPARISON OF FOOD PORTION SIZE ESTIMATION USING GEOMETRIC MODELS AND DEPTH IMAGES.
Proc Int Conf Image Proc. 2016 Sep;2016:26-30. doi: 10.1109/ICIP.2016.7532312. Epub 2016 Dec 8.
8
EarBit: Using Wearable Sensors to Detect Eating Episodes in Unconstrained Environments.
Proc ACM Interact Mob Wearable Ubiquitous Technol. 2017 Sep;1(3). doi: 10.1145/3130902.
9
Automatic food detection in egocentric images using artificial intelligence technology.
Public Health Nutr. 2019 May;22(7):1168-1179. doi: 10.1017/S1368980018000538. Epub 2018 Mar 26.
10
Single-View Food Portion Estimation Based on Geometric Models.
ISM. 2015 Dec;2015:385-390. doi: 10.1109/ISM.2015.67. Epub 2016 Mar 28.
本文引用的文献
1
FOOD IMAGE ANALYSIS: SEGMENTATION, IDENTIFICATION AND WEIGHT ESTIMATION.
Proc (IEEE Int Conf Multimed Expo). 2013 Jul;2013. doi: 10.1109/ICME.2013.6607548. Epub 2013 Sep 26.
2
MODEL-BASED FOOD VOLUME ESTIMATION USING 3D POSE.
Proc Int Conf Image Proc. 2013 Sep;2013:2534-2538. doi: 10.1109/ICIP.2013.6738522. Epub 2014 Feb 13.
3
Image Enhancement and Quality Measures for Dietary Assessment Using Mobile Devices.
Proc SPIE Int Soc Opt Eng. 2012 Jan 22;8296. doi: 10.1117/12.909949. Epub 2012 Feb 9.
4
INTEGRATED DATABASE SYSTEM FOR MOBILE DIETARY ASSESSMENT AND ANALYSIS.
Proc (IEEE Int Conf Multimed Expo). 2011 Jul;2011. doi: 10.1109/ICME.2011.6012202. Epub 2011 Sep 6.
5
COMBINING GLOBAL AND LOCAL FEATURES FOR FOOD IDENTIFICATION IN DIETARY ASSESSMENT.
Proc Int Conf Image Proc. 2011 Sep;2011:1789-1792. doi: 10.1109/ICIP.2011.6115809. Epub 2011 Dec 29.
6
3D/2D Model-to-Image Registration for Quantitative Dietary Assessment.
Proc IEEE Annu Northeast Bioeng Conf. 2012 Dec 31;2012:95-96. doi: 10.1109/NEBC.2012.6206979.
7
3D localization of circular feature in 2D image and application to food volume estimation.
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:4545-8. doi: 10.1109/EMBC.2012.6346978.
8
Comparison of known food weights with image-based portion-size automated estimation and adolescents' self-reported portion size.
J Diabetes Sci Technol. 2012 Mar 1;6(2):428-34. doi: 10.1177/193229681200600231.
9
Novel technologies for assessing dietary intake: evaluating the usability of a mobile telephone food record among adults and adolescents.
J Med Internet Res. 2012 Apr 13;14(2):e58. doi: 10.2196/jmir.1967.
10
Automatic portion estimation and visual refinement in mobile dietary assessment.
Proc SPIE Int Soc Opt Eng. 2010 Jan 1;7533. doi: 10.1117/12.849051.
Zotero 插件