• Peer to Peer Ridesharing

    • The mushroom that AI thinks is a pretzel

    By on July 23, 2019

    Squirrel and dragonflyImage copyright
    ImageNet A

    Image caption

    A squirrel was identified as a sea lion and a dragonfly as a manhole cover

    Butterflies labelled as washing machines, alligators as hummingbirds and dragonflies that become bananas.

    These are just some of the examples of tags which artificial intelligence system have given images.

    Now researchers have released a database of 7,500 images that AI systems are struggling to identify correctly.

    One expert said it was crucial to solve the issue if these systems were going to be used in the real world.

    “No-one quite knows why they are failing to recognise these images which don’t look that hard,” said Calum Chace, an expert in the field.

    “And while no-one knows what the solution is, my hunch is that it won’t hold up AI research for long because there is an enormous amount of money and talent that can be thrown at the problem to solve it.”

    The researchers from UC Berkeley, and the Universities of Washington and Chicago, said the images they have compiled – in a dataset called ImageNet-A – have the potential to seriously affect the overall performance of image classifiers, which could have knock-on effects on how such systems operate in applications such as facial recognition or self-driving cars.

    “The problem has to be solved before systems like self-driving cars become standard,” said Mr Chace.

    The images were all collected online and none had been digitally altered.

    Researchers hope the database will help experts improve the accuracy of how AI systems classify images.

    Image copyright
    ImageNet A

    Image caption

    A mushroom became a pretzel and a bullfrog, a squirrel

    Previous images tested on AI may have been too simple and not fully represent the ones the systems will encounter “in the real word”, the researchers said.

    AI often misidentifies objects because it is over-generalising, so for instance a shadow in a picture of a sundial will lead algorithms to label shadows as sundials. Or it may think that all cars are limousines.

    The original ImageNet was used to train neural networks – systems that could teach themselves – and was part of a rebirth of AI, as computer power and huge databases combined to make far more capable systems.

    The mushroom that AI thinks is a pretzel

    more recommended stories

    161 Reactions on this Article

    6. The very root of your writing while appearing agreeable originally, did not really work well with me personally after some time. Someplace throughout the paragraphs you actually managed to make me a believer but just for a while. I still have got a problem with your leaps in assumptions and one would do well to fill in those gaps. If you can accomplish that, I will surely be fascinated.

    7. Please let me know if you’re looking for a author for your site. You have some really good posts and I believe I would be a good asset. If you ever want to take some of the load off, I’d love to write some articles for your blog in exchange for a link back to mine. Please shoot me an email if interested. Thanks!

    8. Whoa! Tһis blog lo᧐ks еxactly like my old one!
      It’s on ɑ totally Ԁifferent subject Ьut it has pretty mᥙch thе same page layout and design. Outstanding choice οf colors!

      Also visit mｙ website; 私のような

    9. Attractive section of content. I just stumbled upon your weblog and in accession capital
      to assert that I get actually enjoyed account your blog posts.
      Anyway I will be subscribing to your augment and even I achievement you access consistently rapidly.

    21. I’ve been surfing online more than three hours today, yet I never found any interesting article like yours. It is pretty worth enough for me. In my opinion, if all web owners and bloggers made good content as you did, the web will be much more useful than ever before.

    22. I blog frequently and I really thank you for your information.
      Your article has really peaked my interest.
      I will book mark your website and keep checking
      for new information about once per week. I opted in for
      your RSS feed as well.

    29. Pingback: bahis siteleri

    32. Hi therе! I could hаvе sworn I’vе been to thіs blog Ьefore Ьut ɑfter reading thгough some оf tһe poat I realized іt’s neww tо me.
      Anywayѕ, I’m definitely happy I found it ɑnd I’ll bе
      bookmarking аnd checking Ьack often!

      Lоok at mｙ site: намайг барь

    37. Hey there! I know this is kind of off topic but I was wondering if
      you knew where I could locate a captcha plugin for my comment
      form? I’m using the same blog platform as yours and I’m having
      problems finding one? Thanks a lot!

    41. Great beat ! I would like to apprentice while you amend your site, how can i subscribe for a blog web site? The account aided me a acceptable deal. I had been tiny bit acquainted of this your broadcast provided bright clear concept

    51. It’s in fact very complex in this active life to listen news on TV, therefore I just use the web
      for that purpose, and take the most up-to-date information.

    53. Just desire to say your article is as amazing. The clarity
      in your post is simply excellent and i could assume you
      are an expert on this subject. Well with your permission allow me to grab your
      RSS feed to keep updated with forthcoming post. Thanks a million and please carry on the gratifying work.

    58. hey there and thank you for your info – I have certainly picked up something new from right here.

      I did however expertise some technical points using this web site,
      since I experienced to reload the web site a lot of times previous
      to I could get it to load properly. I had been wondering if your web hosting is OK?
      Not that I’m complaining, but slow loading instances times will often affect your placement
      in google and can damage your high quality score if ads and marketing with Adwords.

      Anyway I am adding this RSS to my e-mail and could
      look out for a lot more of your respective exciting content.
      Ensure that you update this again very soon.

    62. Hey tһere I am ѕo haрpy I fokund youг webpage,
      I reaⅼly foᥙnd yߋu by mistake, ѡhile I waѕ browsing оn Askjeeve fߋr something elsе,
      Reɡardless І am hеre now and wօuld jus ⅼike to say thanks for ɑ
      remarkable post аnd a all round іnteresting blog (I also love the theme/design), І dоn’t have tіme to reаd it all at tһe minute ƅut I have bookmarked іt аnd also added in your RSS feeds, soo wben І hɑvе time Ι wіll Ƅe baсk to
      rｅad much moｒe, Please do kеep up tһe excellent job.

      Ꭺlso visit mу blog; coisas grátis online

    65. Its liкe ｙoս reаd my mind! You appear to know so much abⲟut this, liқe y᧐u wrote thhe book іn it oor something.

      I think that you can ⅾο with a feѡ pics tо drive thе message home a bit,
      bսt other than that, this iis excellent blog.
      Αn excellent read. I will certaіnly Ьe baｃk.

      my web site :: discuss

    66. I think this is among the most vital information for me. And i’m glad reading your article. But wanna remark on some general things, The web site style is perfect, the articles is really great : D. Good job, cheers

    73. Simply want to say your article is as astounding.
      The clearness on your post is just excellent and i can suppose you are knowledgeable on this subject.
      Fine along with your permission allow me to take hold of your feed to stay updated with imminent post.
      Thank you one million and please keep up the enjoyable work.

    75. Prenons par exemple la proximité qui facilite l’intimité ou bien au contraire déstabilise l’éveil des désirs et désirs sexuels du coup la situation multiple les occasions et les moments de passer des bons souvenirs ensemble ou bien encore elle augmente les tensions sexuelle entre les gens. Le générique du Viagra, le sex toys, est soumis à la même réglementation. Parce que, il y a quelques jours, on vit au rythme du confinement, déconfinement, reconfinement et bien d’autres mesures covid sanitaires. Cela fait des changements dans l’organisation sexuelle des gens. La dose recommandée est de 50 mg à prendre selon les besoins, environ une heure avant toute activation sexuelle.

      VIAGRA est indiqué chez les hommes adultes présentant des troubles de l’érection, ce qui correspond à hook-up dating l’incapacité d’obtenir ou de maintenir une érection du pénis suffisante pour une activité sexuelle satisfaisante. Le Viagra fait partie de la classe médicamenteuse des inhibiteurs de la phosphodiestérase de type 4 qui agissent sur une enzyme responsable de la fermeture des artères du pénis. Non, le Viagra est soumis à prescription obligatoire pour des raisons de sécurité. Si le médicament est pris avec de la nourriture, l’action de VIAGRA. La fréquence maximale d’utilisation est d’une fois par jour. ça dépend de l’efficacité et de la tolérance, la dose peut être portée à 100 mg ou réduite à 25 mg. La dose maximale recommandée est de 100 mg. Une activité sexuelle est requise pour que VIAGRA soit efficace.

    77. I offer online learning English. our staff can edit any type of document for university professionals. Our copywriter carefully read through your content and other documents, searching for and removing all errors that obscure clarity of the genius of your work. Our duty is simply helping you revise your papers, and to assist you with talented editors in an simple and cost effective way. Ivy League Editors is a proofreading symbols advantage shaped, and to give you experienced and intelligent proofreaders at a reasonable rate. After years of being students, editors, and writers, we sincerely believe that extraordinary academics provide the best quality of polishing. All of our group are graduates of elite Ivy League univeristies and are well-read in disciplines including political science, philosophy, sociology, law, history and English. All of our editors attended or attend an Ivy League or Ivy League-equivalent university and have vast experience correcting papers in a multitude of disciplines and genres. Check out my company site English accent course

    105. I have read a few good stuff here. Definitely worth bookmarking for revisiting. I surprise how much effort you put to make such a fantastic informative site.

    116. Ꮋi thеre! I coulԀ havе sworn I’ve been to thiѕ blo befⲟre
      bսt ɑfter reading tһrough somе of the post I realized іt’s new to me.
      Anywаys, I’m definitely delighted I found it and Ι’ll be book-marking ɑnd
      checking ƅack ߋften!

      Also visit my web blog roba gratis online

    132. I am not sure where you are getting your information, but good topic. I needs to spend some time learning much more or understanding more. Thanks for wonderful info I was looking for this info for my mission.

    140. It’s a pity you don’t have a donate button! I’d certainly donate to this excellent blog!
      I suppose for now i’ll settle for book-marking and adding your RSS feed to my Google account.

      I look forward to brand new updates and will share
      this blog with my Facebook group. Talk soon!

    148. Hey! I know this is kinda off topic but I was wondering which blog platform are you using for this site? I’m getting fed up of WordPress because I’ve had problems with hackers and I’m looking at options for another platform. I would be fantastic if you could point me in the direction of a good platform.

    153. Magnificent goods from you, man. I’ve understand
      your stuff previous to and you are just extremely magnificent.
      I actually like what you have acquired here, certainly like what you are stating and the way iin which you
      ssay it. You make it entertaining annd youu still
      care for to keep it sensible. I cant wait to read much more from you.

      This is reawlly a tremendous site.

      Here is my homepage … pmp exam simulator (Dani)

    157. Wow that waas strange. І juѕt wrote аn very lօng сomment
      but aftеr I clicked submit mу comment diɗn’t appear.
      Grrrr… weⅼl I’m not writing alⅼ tһɑt over aɡаin. Anyway,
      just wanted tߋ ssay wonderful blog!

      Check оut my weeb site – 나 좀 구해줘

    Leave a Comment