DeepNutrition
Introduction to DeepNutrition: https://www.youtube.com/watch?v=GGbImsmBeQw
And The Paper: https://drive.google.com/file/d/1Nuq-Mepx1YVq0IrwNcjdS6hX_tkKevEx/view?usp=sharing
Our term project of BBM406 Fundamentals of Machine Learning Lecture in Hacettepe University Computer Science. We tested RESNet-50, VGGNet-16, Inceptionv3 (aka GoogleNet). Results have demonstrated at paper. We have over %85 prediction accuracy for food recognition from 101 food class. We worked on Food-101 Dataset.
Food recognition from image for facilitating the dietary assessment process.
Dietary assessment plays a significant role in fighting obesity. In this paper, we used computer vision techniques to facilitate the dietary assessment process by detecting foods from images. We used the Food-101 dataset which consists of 101 classes and developed a model that uses a fine-tuned model of InceptionV3 and get 85% top-1 accuracy. In this process, we tried different Models, Activation Functions, LossFunctions, Dropouts, LearningRates, Batch Sizes. We observed the model’s behavior in each of those conditions and tried to get the best case possible. Our results show that the InceptionV3 which is a CNN model can be a good choice for identifying Foods by using Food-101 Dataset.
Our Medium Blogs:
You can access this project's medium blogs from here:
Week 1: https://medium.com/bbm406f19/deepnutrition-be-aware-of-your-macronutrients-c47497c423cc
Week 2: https://medium.com/bbm406f19/week-2-deepnutrition-be-aware-of-your-macronutrients-131dc0389e8
Week 3: https://medium.com/bbm406f19/week-3-deepnutrition-be-aware-of-your-macronutrients-e3cd3f01a9f7
Week 4: https://medium.com/bbm406f19/week-4-deepnutrition-be-aware-of-your-macronutrients-aaecce8b330e
Week 5: https://medium.com/bbm406f19/week-5-deepnutrition-be-aware-of-your-macronutrients-f6f36dc070a0
Week 6: https://medium.com/bbm406f19/week-6-deepnutrition-be-aware-of-your-macronutrients-54abd178148
Our Team
Ali Kayadibi (https://www.linkedin.com/in/ali-kayadibi-a1a262147/),
Ismet Okatar (https://www.linkedin.com/in/ismetokatar/), (https://github.com/ismetokatar)
Muhammed Aydogan (https://www.linkedin.com/in/muhammed-aydogan-22b31b179)