Journal
/
Engineering
/
Deep Neural Networks for Image-Based Dietary Assessment
JoVE Journal
Engineering
Author Produced
This content is Free Access.
JoVE Journal Engineering
Deep Neural Networks for Image-Based Dietary Assessment

Deep Neural Networks for Image-Based Dietary Assessment

DOI:
10.3791/61906-v

•

13:19 min

•

March 13, 2021

•

,
1Jožef Stefan International Postgraduate School, 2Computer Systems Department,Jožef Stefan Institute

Chapters

  • 00:00Introduction
  • 00:44Food Image Recognition with NutriNet
  • 05:08Food Image Segmentation with FCNs
  • 07:22Food Image Segmentation with HTC ResNet
  • 11:24Representative Results
  • 12:22Conclusion

Summary

Automatic Translation

Automatic Translation

The goal of the work presented in this article is to develop technology for automated recognition of food and beverage items from images taken by mobile devices. The technology comprises of two different approaches - the first one performs food image recognition while the second one performs food image segmentation.

Tags

Keywords: Image-based Dietary AssessmentDeep Neural NetworksFood Image RecognitionImage SegmentationFake FoodReal FoodFood ItemsGoogle Custom Search APIImage AugmentationCLoDSA LibraryImage RotationImage FlippingColor Noise

Article

Embed

ADD TO PLAYLIST

Usage Statistics

Related Videos

check_url/61906?article_type=v

Concurrent Quantitative Conductivity and Mechanical Properties Measurements of Organic Photovoltaic Materials using AFM
check_url/61906?article_type=v

Detection and Recovery of Palladium, Gold and Cobalt Metals from the Urban Mine Using Novel Sensors/Adsorbents Designated with Nanoscale Wagon-wheel-shaped Pores
check_url/61906?article_type=v

Preparation of Liquid Crystal Networks for Macroscopic Oscillatory Motion Induced by Light
check_url/61906?article_type=v

Indoor Experimental Assessment of the Efficiency and Irradiance Spot of the Achromatic Doublet on Glass (ADG) Fresnel Lens for Concentrating Photovoltaics
check_url/61906?article_type=v

Applicability Analysis of Assessment Methods for Morphological Parameters of Corroded Steel Bars
check_url/61906?article_type=v

Impacts of Free-falling Spheres on a Deep Liquid Pool with Altered Fluid and Impactor Surface Conditions
check_url/61906?article_type=v

Automated Deployment of an Internet Protocol Telephony Service on Unmanned Aerial Vehicles Using Network Functions Virtualization
check_url/61906?article_type=v

Automated Delivery of Microfabricated Targets for Intense Laser Irradiation Experiments
check_url/61906?article_type=v

UV-Vis Spectroscopic Characterization of Nanomaterials in Aqueous Media
check_url/61906?article_type=v

3D Printing – Evaluating Particle Emissions of a 3D Printing Pen

Read Article