“Never fry carrots without chopping” Generating Cooking Recipes from Cooking Videos Using Deep Learning Considering Previous Process
作者: Tatsuki FujiiYuichi SeiYasuyuki TaharaRyohei OriharaAkihiko Ohsuga
刊名: International Journal of Networked and Distributed Computing, 2019, Vol.7 (3)
来源数据库: Atlantis Press
DOI: 10.2991/ijndc.k.190710.002
原始语种摘要: 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...
全文获取路径: Atlantis出版社  (合作)

  • calculate 计算
  • proposed 建议的
  • metrics 规格
  • recipe 配方
  • correct 修正
  • image 
  • compare 比较
  • generate 
  • natural 自然的
  • years 年代