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Calorie Estimation in a Real-World Recipe Servi...

j.harashima
February 09, 2020
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Calorie Estimation in a Real-World Recipe Service/iaai-20

j.harashima

February 09, 2020
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  1. 4VNNBSZ 8FIBWFJOUSPEVDFEUIFGPMMPXJOHUISFFUBTLT JOUP$PPLQBE $BMPSJFFTUJNBUJPO NBJOUBTL 
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  2. HSBNTPGUIFJOHSFEJFOU
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 TIJNFKJNVTISPPN  χϯδϯ
 DBSSPU  ʜ

    ʜ ✕ JOHSFEJFOUEJDUJPOBSZ ͠Ί͡ TIJNFKJNVTISPPN ͠Ί͡JTO`UUIFTBNF
 BTγϝδ c(r) = ∑ i∈Ir c(i) ⋅ q(i)/100 s(r) *OHSFEJFOU/PSNBMJ[BUJPO  DBMPSJFTQFSHSBNT
 PGBOJOHSFEJFOU
  3. 4FWFSBMJTTVFTNVTUCFTPMWFE 1FPQMFDBOEFTDSJCFUIFJOHSFEJFOUTJOUIFJSSFDJQFTGSFFMZ JONBOZEJ⒎FSFOU
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  4. 4FSWJOH&TUJNBUJPO  4FWFSBMJTTVFTNVTUCFTPMWFE 1FPQMFBMTPGSFFMZFYQSFTTBOBNPVOUJOUIFJSSFDJQFT 5JUMF "NPVOU PGTFSWJOHT ίίφοπΦΠϧೖΓ΄͏ΕΜ૲ΧϨʔ 4QJOBDI$VSSZXJUI$PDPOVU0JM ࡼ෼

    QMBUFT  ͜ΜͿɾͻ͖͡ɾ΄ͨͯ͝͸Μ .JYFE3JDFXJUI,PNCVɾ)JKJLJɾ4DBMMPQ ߹෼ HP  άϥϊʔϥΫοΩʔ (SBOPMB$PPLJFT ຕ QJFDFT  ύϯϓΩϯλϧτ 1VNQLJO5BSU DNλϧτܕ DNUBSUNPME  &YBNQMFTPGTFSWJOHFTUJNBUJPO "MUIPVHIUIFSFBSFTFWFSBMBOTXFSTGPSTPNFSFDJQFT XFEPOPUQVSTVFUIJTJTTVFJOPVSTFSWJDF
  5. 4FSWJOH&TUJNBUJPO  "QQMZUXPOFVSBMDMBTTJpDBUJPONPEFMT 5IFFODPEFSUBLFTBUJUMFBOEPSBNPVOUJOBSFDJQFBTBOJOQVU
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 TFSWJOHT dense title

    or amount encoder xa1 xa2 xaI … softmax y serving dense amount encoder xa1 xa2 xaJ … title encoder xt1 xt2 xtI … softmax y serving 4JOHMFTPVSDFNPEFM .VMUJTPVSDFNPEFM
  6. &YQFSJNFOU*OHSFEJFOU/PSNBMJ[BUJPO 3FTVMUT 5IF.-CBTFENFUIPETVDDFTTGVMMZOPSNBMJ[FENPSF
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    ย܀ค QPUBUPTUBSDI "CCSFWJBUJPOT ڇͻ͖ HSPVOECFFG ڇͻ͖೑ HSPVOECFFG 4QFMMJOH NJTUBLFT ਫ໊ NJ[VOB ਫࡊ NJ[VOB 0UIFS ࢳ͏Γ TQBHIFUUJTRVBTI ͦ͏ΊΜ͔΅ͪΌ TQBHIFUUJTRVBTI 0SJHJOBMGPSN $BOPOJDBMGPSN 4ZNCPMT ˑখഴค ˑqPVS খഴค qPVS 1BSFOUIFTFT Ϩʔζϯ ͓޷ΈͰ  SBJTJO BTZPVMJLF Ϩʔζϯ SBJTJO 1SFpY ͓౾෗ UPGV ౾෗ UPGV 0UIFS ྫྷ͑ͨτϚτ DIJMMFEUPNBUP τϚτ UPNBUP 4VDDFTTGVMFYBNQMFTPGJOHSFEJFOUOPSNBMJ[BUJPO "DDVSBDZ 3&  .- 
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    4ZTUFN TJOHMF 4ZTUFN NVMUJ γϡΨʔύϯ 4VHBS#SFBE ݸ QJFDFT    ૉ๿ͳϨʔζϯύϯ 4JNQMF3BJTJO#SFBE ی MPBG    ΋ͪ΋ͪ໺ࡊνξϛ $IFXZ,PSFBO7FHFUBCMF1BODBLF ϑϥΠύϯຕ෼ GSZJOHQBOT    πφϙςτͷϛχίϩοέˑ͓ห౰ʹ΋ 4NBMM5VOBBOE1PUBUP$SPRVFUUFTˑBMTPGPS-VODI#PY ݸ෼ QJFDFT    ؁͞߇͑ΊͷΫοΩʔ $PPLJFTXJUI-FTT4VHBS మ൘ຕ෼ JSPOQMBUF    4VDDFTTGVMBOEGBJMFEFYBNQMFTPGTFSWJOHFTUJNBUJPO ✕ ✕ ✕ ✕
  8. %FQMPZ "TBSJ$MBN3JDF HP ɹɹɹɹɹΞαϦɹ ɹɹɹɹɹถɹɹɹ ɹɹɹɹɹԘɹɹɹ ɹɹɹɹɹञɹɹɹ ɹɹɹɹɹ͠ΐ͏Ώ ɹɹɹɹɹΈΓΜɹ SJDF

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  9. 4VNNBSZ 8FIBWFJOUSPEVDFEUIFGPMMPXJOHUISFFUBTLT
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