TECHNOLOGY
MIT scientists have developed a new artificial intelligence (AI) system that can predict ingredients and suggest recipes just by looking at photos of food.
MIT scientists have developed a new artificial intelligence (AI) system that can predict ingredients and suggest recipes just by looking at photos of food.
The AI system called Pic2Recipe could help us learn recipes and better understand people's eating habits. "In computer vision, food is mostly neglected because we don't have the large-scale datasets needed to make predictions," said Yusuf Aytar, from Massachusetts Institute of Technology in the US.
"But seemingly useless photos on social media can actually provide valuable insight into health habits and dietary preferences," said Aytar. Researchers combed websites like All Recipes and Food.com to develop "Recipe1M," a database of over 1 million recipes that were annotated with information about the ingredients in a wide range of dishes.
They then used that data to train a neural network to find patterns and make connections between the food images and the corresponding ingredients and recipes.
Given a photo of a food item, Pic2Recipe could identify ingredients like flour, eggs, and butter, and then suggest several recipes that it determined to be similar to images from the database.
The system did particularly well with desserts like cookies or muffins, since that was a main theme in the database. However, it had difficulty determining ingredients for more ambiguous foods, like sushi rolls and smoothies.
It was also often stumped when there were similar recipes for the same dishes. For example, there are dozens of ways to make lasagna, so the team needed to make sure that system wouldn't "penalise" recipes that are similar when trying to separate those that are different. In the future, the team hopes to be able to improve the system so that it can understand food in even more detail.
This could mean being able to infer how a food is prepared (ie stewed versus diced) or distinguish different variations of foods, like mushrooms or onions.
The researchers are also interested in potentially developing the system into a "dinner aide" that could figure out what to cook given a dietary preference and a list of items in the fridge. "This could potentially help people figure out what's in their food when they don't have explicit nutritional information," said Nick Hynes, graduate student at MIT.
"For example, if you know what ingredients went into a dish but not the amount, you can take a photo, enter the ingredients, and run the model to find a similar recipe with known quantities, and then use that information to approximate your own meal," said Hynes.
DNA TV Show: Ahead of Maharashtra poll results, MVA, Mahayuti engage in resort politics
Maharashtra: Stage set for assembly poll results; Mahayuti, MVA confident of their victories
All set for vote counting in Jharkhand tomorrow; NDA, JMM-led alliances confident of winning
Watch: Australia star inquires Rishabh Pant about his next IPL team, gets 2-word reply
Shah Rukh Khan’s house Mannat was first offered to his industry rival…, but he refused because...
The Visionary Who Promises a Blue Sky for India: Holger Thorsten Schubart’s G20 Climate Speech
The Surge of High-End Living: Luxury Residential Market to Outpace Other Segments
FeFCon 2024 to be Held in Bangalore: A Premier Event on Fever Management
'That’s wild': Noida man turns cigarette butts into teddy bears in viral video, watch
London Airport evacuates passengers over security threat, thousands stranded
The World’s First Innovative Iron Supplement to Combat Iron Deficiency and Anaemia
Meet grandmother who became fashion icon after trying on her granddaughter’s clothes
IND vs AUS: Rishabh Pant joins Virat Kohli, Rohit Sharma in elite WTC list, becomes 3rd Indian to...
'All scripted drama...': Puneet Superstar allegedly assaulted by influencers in viral video, watch
Actress Ana de Armas caught kissing Cuban President Miguel Díaz-Canel’s son in viral photos
Oreshnik's Shadow: Will Russia's hypersonic missile force west to back down?
‘You’re So Beautiful’: World’s tallest woman meets world’s shortest woman over tea, pics go viral
Delhi-NCR Air Pollution: Consequences of GRAP-4 are drastic, may have adverse effects, says SC
Delhi-NCR Air Pollution: Schools likely to stay closed till..., check city-wise update
Maharashtra: 3 killed, 9 hospitalised after gas leak at fertiliser plant in Sangli
THIS farm is selling a cup of coffee for Rs 28000, but there's a twist, it is...
Chhattisgarh: 10 Maoists killed after encounter with security personnel in Sukma
Mukesh Ambani's SUPERHIT plan for Jio users, offers unlimited 5G access for 1 year for just Rs...
IND vs AUS 1st Test: KL Rahul's dismissal sparks DRS controversy in Perth Test
Dense fog, heavy rain predicted in these states till November 25; check here
Oreshnik Hypersonic Missile: Which nations are within its range?
Bihar teacher, principal reach school in drunken state; know what happened next
'I have faced a lot of...': Arjun Kapoor REVEALS his biggest fear amid break up with Malaika Arora
How millions of Indians may get affected due to US indictment of Gautam Adani in bribery case
Amid divorce rumours with Aishwarya Rai, Abhishek Bachchan says 'missing someone is okay but...'
After Bibles, watches and sneakers, Donald Trump is now selling autographed guitars, price is...
Delhi pollution: Air quality improves to ‘very poor’ category, AQI at...
Vladimir Putin's BIG threat, warns he could strike UK with new ballistic missile if...
Shillong Teer Results TODAY November 22, 2024 Live Updates: Check winning numbers here
Somebody misbehaved with Alia Bhatt on Highway sets then Imtiaz Ali had to...
Zomato CEO Deepinder Goyal reveals twist behind Rs 200000 job fee, closes application window
Days after Ratan Tata's demise, Tata Group's Rs 131000 crore company inks pact with ADB for...