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.
BIG revelation on Imane Khelif, Olympic gold medallist boxer's medical repot leaked, it confirms…
Meet man who built Rs 152000 crore company, donated Rs 100 crore, now set to lead US firm as...
Visa Uncertainty: Impact of US polls on global talent
Virat Kohli turns 36: IPL franchises send heartwarming birthday wishes to legendary India cricketer
Meet Sanjay Verma, the new DGP of Maharashtra who replaced Rashmi Shukla
Anushka Sharma shares FIRST photo of Akaay, Vamika to celebrate Virat Kohli’s birthday
CAT 2024 admit card to be out today at iimcat.ac.in; know release time, steps to download
Vikas Divyakirti UPSC Tips: Check strategy to crack IAS exam, aspirants should study for...
Video of Pakistani man putting hand into chained tiger's mouth goes viral, social media reacts
Shalini Passi reveals her husband's connection to Shah Rukh Khan's wife Gauri Khan, they were..
SC upholds validity of UP madrassa law, says it does not violate principle of secularism
US Presidential Elections 2024: What time do the polls close; when will the results be known?
Elon Musk shares controversial post on X amid US election results, video goes viral
Mukesh Ambani's company earned Rs 15393 crore last week, his net worth now stands at...
Chhath Puja 2024: Know about Kharna, Sandhya Arghya, Usha Arghya, date, timings and puja vidhi
Virat Kohli Birthday: Legendary batter turns 36, here's a look at his incredible milestones
When Ratan Tata met his first true love after 50 years, went for dinner together, know who she was
Samantha Ruth Prabhu hits back at trolls who body-shamed her: 'If you guys...'
Two fall prey to Narayana Murthy and Mukesh Ambani's deepfake videos, lose Rs 80 lakh: Report
North Korea fires multiple ballistic missiles toward sea ahead of US election
Deepika Padukone romances Hrithik Roshan in Bikini, looks sizzling hot in UNSEEN viral video
Chhath Puja 2024: Top 50 wishes, What'sApp messages, quotes to share with your loved ones
Meet Caroline Emmons, Ratan Tata's 'first love' with whom he couldn't marry due to...
Who is Rohan Jaitley, frontrunner to replace Jay Shah as BCCI secretary?
World’s most expensive human tooth is valued over Rs 3000000, it belonged to…
Viral video: Little girl’s adorable dance to Lisa Haydon’s 'Manali Trance' impresses internet, watch
SC to deliver its verdict on pleas against Allahabad HC order scrapping UP madrasa law today
DNA TV Show: Why Election Commission changed Assembly by-elections' dates
Days after imposing fine on Anil Ambani, Sebi now issues Rs 130 crore demand notices to...
Thailand announces indefinite visa-free entry for Indian travellers
Meet daughter of billionaire, who studied in UK, now works in Rs 32770 crore Indian company as...
MUDA case: Lokayukta police summon Karnataka CM Siddaramaiah for questioning on...
This city is 4000 years old, belongs to bronze age where 500 people lived, it is located in...
Kamala Harris has been the President of US before? Here's when and how
Meet son-in-law of billionaire whose net worth is Rs 38690 crore, he co-founded...
What is elimination inflammation diet that helped Vidya Balan lose weight?
Shah Rukh Khan feels breathless after quitting smoking: Know withdrawal symptoms, how to manage them
Zomato CEO Deepinder Goyal takes action on vendor for mislabelling mushrooms at Hyperpure warehouse
Mukesh Ambani's Reliance shares fell by 3%, loses Rs 50205 crore in one day due to...
IAF's MiG-29 crashes near Agra in Uttar Pradesh, pilot ejects safely, court of inquiry ordered
Driving Growth and Monetization at Zendesk: A Conversation with Darshit Thakkar
Can air pollution make you fat? Know how high AQI impact your health
Locanto Addresses Challenges and Innovations in Indian Education System
Nita Ambani stuns in floral co-ord set while Anant, Mukesh Ambani go casual in Dubai
Indian Railway to launch this 'SUPER APP', passengers can now..., know details here
Who is Rashmi Shukla, IPS officer whom EC removed as Maharashtra DGP?
This village in India allows men to have two wives, living under one roof due to…
AUS vs PAK, 1st ODI: Australia beat Pakistan by 2 wickets to take 1-0 lead in series
Singham Again’s sole aim is to entertain, it’s not Hindutva propaganda
Delhi pollution: 'Why firecracker ban was not implemented during Diwali,' SC asks police, govt
IPL 2025 mega auction likely to be held in Riyadh on these dates