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'Never fry carrots without chopping' Generating Cooking Recipes from Cooking Videos Using Deep Learning Considering Previous Process
- Source :
- International Journal of Networked and Distributed Computing (IJNDC) (null)
- Publisher :
- Atlantis Press
-
Abstract
- Research on deep-training captioning models that modify the natural-language contents of images and moving images has produced considerable results and attracted attention in recent years. In this research, we aim to generate recipe sentences from cooking videos acquired from YouTube. We treat this as an image-captioning task and propose two methods suitable for the work. We propose a method that adds a vector of a sentence already generated in the same recipe to the input of a captioning model. Then, we compare generated and correct sentences to calculate scores. We also propose a data-processing method to improve accuracy. We use several widely used metrics to evaluate image-captioning problems. We then train the same data with the simplest encoder–decoder model, compare it with correct recipe sentences, and calculate the metrics. The results indicate that our proposed methods help increase accuracy.
- Subjects :
- Engineering drawing
cooking
Computer Networks and Communications
Computer science
business.industry
Deep learning
Recipe
InformationSystems_INFORMATIONSTORAGEANDRETRIEVAL
Process (computing)
deep learning
recipe
lcsh:QA75.5-76.95
Computer Science Applications
Artificial intelligence
Image captioning
lcsh:Electronic computers. Computer science
business
Doc2Vec
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- International Journal of Networked and Distributed Computing (IJNDC) (null)
- Accession number :
- edsair.doi.dedup.....f8ccee599641b7088e96c0b1d70d4d6f