Nutrition
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Benchmarks
BIG-bench
Most implemented
Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Nutribullets Hybrid: Multi-document Health Summarization
An Open-Source Dataset on Dietary Behaviors and DASH Eating Plan Optimization Constraints
FoodTracker: A Real-time Food Detection Mobile Application by Deep Convolutional Neural Networks
Papers
From RAG to Agentic: Validating Islamic-Medicine Responses with LLM Agents
Centuries-old Islamic medical texts like Avicenna's Canon of Medicine and the Prophetic Tibb-e-Nabawi encode a wealth of preventive care, nutrition, and holistic therapies, yet remain inaccessible to many and underutiliz…
Language ModelingLanguage ModellingMedical Question AnsweringNutrition+4Coefficient Shape Transfer Learning for Functional Linear Regression
In this paper, we develop a novel transfer learning methodology to tackle the challenge of data scarcity in functional linear models. The methodology incorporates samples from the target model (target domain) alongside t…
NutritionregressionTransfer LearningRHealthTwin: Towards Responsible and Multimodal Digital Twins for Personalized Well-being
The rise of large language models (LLMs) has created new possibilities for digital twins in healthcare. However, the deployment of such systems in consumer health contexts raises significant concerns related to hallucina…
HallucinationInstruction FollowingNutritionEstimating Visceral Adiposity from Wrist-Worn Accelerometry
Visceral adipose tissue (VAT) is a key marker of both metabolic health and habitual physical activity (PA). Excess VAT is highly correlated with type 2 diabetes and insulin resistance. The mechanistic basis for this path…
NutritionVolTex: Food Volume Estimation using Text-Guided Segmentation and Neural Surface Reconstruction
Accurate food volume estimation is crucial for dietary monitoring, medical nutrition management, and food intake analysis. Existing 3D Food Volume estimation methods accurately compute the food volume but lack for food p…
ManagementNutritionSurface ReconstructionClimate impacts and monetary costs of healthy diets worldwide
About 2.8 billion people worldwide cannot afford the least expensive foods required for a healthy diet. Since 2020, the Cost and Affordability of a Healthy Diet (CoAHD) has been published for all countries by FAO and the…
Nutrition