Cooking with Food Photos

$PPLJOHXJUI 'PPE1IPUPT 5PLZP.-,JUDIFO -FT[FL3ZCJDLJ

*OUSP • Leszek Rybicki • github: @lunardog • from Poland
• 2016 Cookpad R&D • really bad at selﬁes

$)"--&/(& *TJUGPPE

http://techlife.cookpad.com/entry/2017/09/14/161756

'PPE/POGPPE twitter: @teenybiscuit

w QFPQMFBSFOPUGPPE w QFUTBSFOPUGPPE w QPUUFEQMBOUTBSFOPUGPPE w FWJMBMJFOTBSFOPUGPPE w JGJUIBTUFYUPOJU
  JU`TQSPCBCMZOPUGPPE /PUGPPE

DCNN global pooling fully connected RGB x 240 x 240
pixels 2048 features x 8 x 8 one-hot class vector 2048 features food plant person pet other

GPPEOPOGPPEBDDVSBDZ QSFDJTJPOSFDBMM

*."(*/"5*0/

3&"-*5:

0OUIFGFODF w GPPEXJUIPUIFSJUFNT w GPPEXJUIUFYU w GPPE CVUTNBMMJOUIF QIPUP w
FEJCMFQMBOUT w QFPQMFXJUIGPPE

'PPEJTTPDJBM w 8FDPPLBOEFBUXJUIPVS GBNJMZBOEGSJFOET w 'PPEJTBUUIFDFOUFSPG JNQPSUBOUFWFOUT w 8IFOXFVTFBCJOBSZ DMBTTJpFSGPSGPPEQIPUPT
BSFO`UXFMPTJOHUIF IVNBODPOOFDUJPO https://pixabay.com/

3VMF "QIPUPUIBU  DBOCFDSPQQFEUP DPOUBJONPTUMZGPPE  JTBQIPUPPGGPPE

1BUDIJU

GPPE OPOGPPE

DCNN global pooling fully connected RGB x 240 x 240
pixels 2048 features x 8 x 8 one-hot class vector 2048 features DCNN global pooling 1x1 convo layer RGB x 240 x 240 pixels 2048 features x 8 x 8 one-hot class vector food not food not

w %$//*ODFQUJPO7 w USBJOFEPOBMMGPPEBOE BMMOPOGPPEQIPUPT  USBJOJOHJTSFBMMZGBTU w BWFSBHFQPPMJOH w
IFBWZESPQPVU w OPHMPCBMQPPMJOHMBZFS BGUFSUSBJOJOH w VTFSFTVMUJOHIFBUNBQ GPSDMBTTJpDBUJPO DCNN global pooling 1x1 convo layer RGB x 512 x 512 pixels 2048 features x 14 x 14 one-hot class vector food not

GPPEOPOGPPEBDDVSBDZ QSFDJTJPOSFDBMM

http://techlife.cookpad.com/entry/2017/09/14/161756 https://storialaw.jp/blog/3420

test images from https://snappygoat.com/ food person

food person test images from https://snappygoat.com/

$)"--&/(& *OHSFEJFOUT

$-"44*':5)*4

test images from https://snappygoat.com/

Cooking with Food Photos

Cooking with Food Photos

Leszek Rybicki

More Decks by Leszek Rybicki

Other Decks in Research

Featured

Transcript

$PPLJOHXJUI 'PPE1IPUPT 5PLZP.-,JUDIFO -FT[FL3ZCJDLJ

*OUSP • Leszek Rybicki • github: @lunardog • from Poland

$)"--&/(& *TJUGPPE

http://techlife.cookpad.com/entry/2017/09/14/161756

'PPE/POGPPE twitter: @teenybiscuit

'PPE

w QFPQMFBSFOPUGPPE w QFUTBSFOPUGPPE w QPUUFEQMBOUTBSFOPUGPPE w FWJMBMJFOTBSFOPUGPPE w JGJUIBTUFYUPOJU

DCNN global pooling fully connected RGB x 240 x 240

GPPEOPOGPPEBDDVSBDZ QSFDJTJPOSFDBMM

."(/"5*0/

3&"-*5:

0OUIFGFODF w GPPEXJUIPUIFSJUFNT w GPPEXJUIUFYU w GPPE CVUTNBMMJOUIF QIPUP w

'PPEJTTPDJBM w 8FDPPLBOEFBUXJUIPVS GBNJMZBOEGSJFOET w 'PPEJTBUUIFDFOUFSPG JNQPSUBOUFWFOUT w 8IFOXFVTFBCJOBSZ DMBTTJpFSGPSGPPEQIPUPT

3VMF "QIPUPUIBU  DBOCFDSPQQFEUP DPOUBJONPTUMZGPPE  JTBQIPUPPGGPPE

1BUDIJU

GPPE OPOGPPE

DCNN global pooling fully connected RGB x 240 x 240

w %$//*ODFQUJPO7 w USBJOFEPOBMMGPPEBOE BMMOPOGPPEQIPUPT  USBJOJOHJTSFBMMZGBTU w BWFSBHFQPPMJOH w

GPPEOPOGPPEBDDVSBDZ QSFDJTJPOSFDBMM

GPPEOPOGPPEBDDVSBDZ QSFDJTJPOSFDBMM

http://techlife.cookpad.com/entry/2017/09/14/161756 https://storialaw.jp/blog/3420

test images from https://snappygoat.com/ food person

food person test images from https://snappygoat.com/

$)"--&/(& *OHSFEJFOUT

$-"44':5)4

⏳

test images from https://snappygoat.com/

test images from https://snappygoat.com/

%&.0