BSc. Data Science Innovation Project · 2023

ICTlab, University of Science and Technology of Hanoi
Hanoi, Vietnam

CaloCamVietnamese Food Recognition and Calorie Estimation

Computer Vision · Mobile Health · Nutrition · Product Design

CaloCam Vietnamese food recognition and calorie estimation application

Project Overview

CaloCam is an AI-powered mobile application concept designed to recognise Vietnamese food from images and provide accessible calorie and nutritional information. The project combined computer vision, mobile experience design, and health education to support more informed dietary choices.

Role

Project Lead
Product Research & Strategy

Context

Inno-Inspiration USTH · 2023

Collaboration

Mau Minh Phuc Le
Son Nguyen

Areas

Computer Vision · Mobile Health · Nutrition Technology

Tools & Technologies

Python · FoodSAM · Food Segmentation · Mobile App Prototyping · UI/UX Design

My Contribution

01

Project Leadership

Led project planning, team coordination, and the development of the overall product direction.

02

Research & Strategy

Defined the problem, project objectives, target users, and core mobile health concept.

03

Documentation & Pitching

Developed the project proposal, final report, visual materials, and competition presentation.

Dataset

UEC-FoodPix · Segment Anything · FoodSeg103 · Objects365
Manual Collection Reference Card Dataset (85.6mm*53.98mm) of 310 images with 21 different types of cards

Product Concept

A four-stage mobile experience connecting food recognition with accessible nutritional feedback and everyday tracking.

Step

01

Capture a Meal

The user photographs a meal directly through the mobile application.

Step

02

Recognise Food

Computer vision identifies Vietnamese dishes and their visible ingredients.

Step

03

Estimate Nutrition

The application provides an accessible estimate of calories and nutrients.

Step

04

Track Daily Intake

Recognised meals contribute to a personal overview of daily nutritional intake.

Project Outputs

A mobile application concept combining food-image recognition, calorie estimation, nutrition tracking, and health education for Vietnamese users.

View Report
CaloCam project prototype screen

CaloCam Project Prototype 01

01
CaloCam project prototype food recognition screen

CaloCam Project Prototype 02

02
CaloCam project prototype nutrition screen

CaloCam Project Prototype 03

03

Project Snapshots

CaloCam project team
CaloCam meal reference

Recognition & Impact

Award

2023

Second Prize

Inno-Inspiration · USTH

Project Video

Watch the concept, product direction, and initial prototype.

Watch on YouTube

Let's design technology that makes everyday health information more accessible.

Get in touch

© 2026 Hai Nam Pham

Rennes, France