CalBye

CalBye is an AI-powered mobile application designed to assist users in managing their dietary habits and achieving personal health goals through precise calorie tracking and nutrition analysis. The core functionality centers on instant food recognition: users can take a photo of their meal, and the app’s computer vision model identifies the food items, estimates portion sizes, and calculates the corresponding caloric, macronutrient, and micronutrient content. This eliminates the need for manual data entry or searching through large food databases. Beyond simple calorie counting, CalBye provides a detailed breakdown of nutrients including proteins, carbohydrates, fats, fiber, vitamins, and minerals. It uses this data to generate personalized recommendations based on the user’s individual objectives, whether that is weight loss, muscle gain, maintenance, or managing a specific health condition like diabetes or hypertension. The app allows users to set daily goals for calorie intake, macronutrient ratios, and micronutrient targets. It then tracks progress over time with visual charts and trends, showing how daily, weekly, or monthly consumption aligns with these goals. CalBye also logs the timing of meals, which helps identify eating patterns such as late-night snacking or skipped breakfasts. To improve accuracy, the app learns from user corrections: if the AI misidentifies a food or misestimates a portion, the user can adjust the entry, and the model adapts for future recognition. Another key feature is the diet companion aspect. CalBye offers contextual advice, such as suggesting healthier alternatives when a meal is too high in certain nutrients or reminding users to drink water based on their hydration needs derived from food moisture content. It also includes a barcod