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Learning 
Cross-modal Embeddings
 for Cooking R...

Avatar for Leszek Rybicki Leszek Rybicki
August 06, 2017
Research
1
730

Learning 
Cross-modal Embeddings
 for Cooking Recipes 
and Food Images

Review and presentation of the Image to Recipe paper and model

Avatar for Leszek Rybicki

Leszek Rybicki

August 06, 2017
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Transcript

  1. -FBSOJOH
 $SPTTNPEBM&NCFEEJOHT
 GPS$PPLJOH3FDJQFT
 BOE'PPE*NBHFT 2017.08.06 KantoCV #41

  2. w -FT[FL ϨγΣοΫ  w ϙʔϥϯυग़਎ w ΫοΫύουͷݚڀ։ൃ෦ w ը૾ղੳ

    w ϙʔϥϯυͷΫοΫύου Ͱˌ̍ͷϨγϐɿ
 ๻ͷϐΤϩΪ ࣗݾ঺հ

  3. 2VJ[

  4. A D G J B E H K C I

    F

  5. A D G J B E H K C I

    F

  6. C B A 1 2 3

  7. C B A 1 2 3

  8. C B A 1 2 3

  9. C B A 1 2 3

  10. A B C D E F G

  11. A B C D E F G

  12. w $MBTTJpDBUJPOPGSFDJQFT JT)"3% w *NBHFSFDPHOJUJPOPO GPPEJT)"3% w JOUSBDMBTTWBSJFUZ w JOUFSDMBTTTJNJMBSJUZ

    w 5IFFYJTUJOHEBUBTFUT BSF4."-- w 5PPNBOZJOHSFEJFOUT w $VMUVSBMCJBTFT w &YJTUJOHTPMVUJPOTIBWF MPXBDDVSBDZ http://www.robotshop.com/

  13. July 20, 2017

  14. July 20, 2017

  15. July 20, 2017

  16. July 20, 2017

  17. July 20, 2017

  18. July 20, 2017

  19. 3FDJQF. %BUBTFU

  20. None
  21. None

  22. https://cookpad.com/recipe/1758645

  23. %BUBTFU w EJ⒎FSFOUTJUFTBTTPVSDF JODM$PPLQBE  w NSFDJQFTBOELJNBHFT w PGSFDJQFUJUMFTBSFOPUVOJRVF w

    BWFSBHFSFDJQFIBTJOHSFEJFOUT w PGJOHSFEJFOUT JOSFDJQFT w TPNFSFDJQFTBSFPOFTUFQ 
 TPNFDPOUBJOTVCSFDJQFT w TPNFGPPEUZQFTBSFWFSZQPQVMBS
 DIPDPMBUFDIJQDPPLJFT

  24. &NCFEEJOH

  25. TGEKRGURCEG KOCIGURCEG LQKPVGODGFFKPIURCEG UOQQVJKGU ITCVKPU UWUJK JCODWTIGTU */56*5*0/

  26. .PEFM0WFSWJFX

  27. w XPSEWFDPOJOHSFEJFOUT w UCTQPGPMJWFPJM w PMJWF@PJM CFMM@QFQQFS CMBDL@QFQQFS w CJEJSFDUJPOBM-45.

  28. w TLJQJOTUSVDUJPOT-45.PO-45. w SFDJQFTUBSUBOEFOENBSLFST w DPODBUFOBUFpOBMFODPEJOHXJUIUIF JOHSFEJFOUFODPEJOH

  29. w UFTUFE7((BOE3FT/FU w DMBTTJpDBUJPOˠFNCFEEJOHMBZFS w *NBHF/FUQSFUSBJOFE pOFUVOFE w USBJOFETFQBSBUFMZGSPNUFYU

  30. w NBUDIJOHQBJSTNJYFEQBJST w 

  31. w 'PPEDBUFHPSJFTHVFTTFEGSPNSFDJQFUJUMF w FNCFEEJOHˠDBUFHPSZDMBTTJpFS w JGTBNFDBUFHPSZLreg  w λ 

  32. 5PUBMMPTTGVODUJPO

  33. &YQFSJNFOUT

  34. JNBHFˠSFDJQF

  35. SFDJQFˠJNBHF

  36. None

  37. #FUUFSUIBO)VNBO

  38. %&.0 http://wednesday.csail.mit.edu: 4242/

  39. 6OJU"DUJWBUJPOT

  40. XPSEWFDNBUI http://www.samyzaf.com/ML/nlp/nlp.html

  41. XPSEWFDNBUI man - king + woman = queen cats -

    cat + dog = dogs France - Paris + England = London London - England + Italy = Rome Italy - Rome + Paris = France

  42. .BUIPO3FDJQFT

  43. .BUIPO*NBHFT

  44. $SPTTNPEBM

  45. w 3FDJQF.EBUBTFU w JNBHFˠSFDJQF w SFDJQFˠJNBHF w CFUUFSUIBOIVNBO w JOHSFEJFOUEFUFDUJPO

    w SFDJQFBSJUINFUJD http://www.robotshop.com/ ·ͱΊ

  46. Ҏ্