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漫画を定量化する試み
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yasudadesu
November 03, 2019
Research
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漫画を定量化する試み
10/25,26 コミック工学研究会
11/3 創作+機械学習LT会の前半資料
です。
yasudadesu
November 03, 2019
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Transcript
ອըΫη͕ੌ͍ ອըʹ͓͚ΔஶऀͷݸੑͷఆྔԽʹΑΔອըՈਪఆ ҆ాੜ ܚጯٛक़େֶେֶӃSFC ࡦɾϝσΟΞݚڀՊ ଜҪ७ݚڀࣨ fi
[email protected]
Ϡεμ ίΩ ҆ా ੜ @yasudexi ▶︎ ॴଐ Ὂ ܚጯٛक़େֶେֶӃSFC ɹ
ࡦɾϝσΟΞݚڀՊ ଜҪ७ݚڀࣨ ▶︎ ݚڀ Ὂ Manga x Computer Vision Ὂ Manga x ܭྔจݙֶ ▶︎ ͖ͳϚϯΨ Ὂ ౦ژᷰछ, ਕἝγϦʔζ ▶︎ ۙͰ໘ന͔ͬͨອը Ὂ ϰΟϯϥϯυαΨ, ώετϦΤ, Ԧ༷ୡͷϰΝΠΩϯά Ὂ SPYxFAMILY, ͜͜ࠓ͔ΒྙཧͰ͢ Ὂ Ԧ༷ϥϯΩϯά, өըେ͖ϙϯϙ͞Μ ࣗ ݾ հ 2
ݚڀ ൃද ອըʹ͓͚Δ ஶऀͷݸੑͷఆྔԽʹΑΔ ອըՈਪఆ എܠͱత ख๏ͱ݁Ռ ߟͱ݁
ݚڀ ൃද എܠͱత ख๏ͱ݁Ռ ߟͱ݁ ອըʹ͓͚Δ ஶऀͷݸੑͷఆྔԽʹΑΔ ອըՈਪఆ
ిࢠϚϯΨͷن֦େ 0 500 1000 1500 2000 2500 2008 2009 2010
2011 2012 2013 2014 2015 2016 2017 紙媒体: 1666 電子: 1711 売 り 上 げ 億 円 ( ) 出版月報[8,9,10,11]に基づき安田幸生作成 電子と紙媒体の漫画売り上げ額の比較 億円 ( ) ▶︎ʹॳΊͯ୯ߦຊചΓ্ֹ͕͛ࢴΛ্ճΔ ▶︎ిࢠͷɺҎ߱ຖΛӽ͍͑ͯΔ 5
ອըࢢͷൃలʹʰ࣭ʱ͕ඞཁ ອըࢢͷҡ͓࣋Αͼ͞ΒͳΔ֦େͷͨΊʹ ߪങ׆ಈʹͭͳ͕ΔΑ͏ͳɺອըͷશମతͳ࣭ͷ্͕ඞཁ ອըۀք ۀքશମͷࢢن ݮগ ҰҼ ಈըɾήʔϜ࢈ۀ Πϯλʔωοτͷ಄ͱ ಉ༷ʹϢʔβʔ͕ྲྀೖ
͔͠͠ ফඅߦಈͷن ܾࡁखஈͷීٴͳͲͰ ফඅߦಈͷن֦େ ʴ ອըͷग़൛λΠτϧɺ ࡞Ոͷ૿Ճ ͦͯ͠ ͳΒ 6
ޮతʹ࣭ͷߴ͍ອըΛ੍࡞͍ͨ͠ ஶ࡞ऀͷݸੑ͕ग़Δͱߟ͑ΒΕΔҎԼͷ߲ʹযΛͯɺΫηͷఆྔԽΛࢦ͢ ίϚׂΓ ɾίϚͷ ໘ੵ ɾॎԣͷίϚͷׂ จࣈ Ωϟϥஔ ɾจࣈ ɾ۟ಡͷ
ɾҟͳΓޠͷ จମ ࢺ ɾ֤ࢺͷׂ߹ ɾऔಘͨ͠ͷछ ɾإֆͷ ໘ੵ ɾશֆͷ ໘ੵ Ͳ͏ੳ͢Δͷ͔ʁ ܭྔจݙֶͷߟ͑ํΛద༻͢Δ จݙʹؔ͢ΔਅآஶऀͷಉఆͳͲͷॾΛ จݙͷ୯ޠࢺ︎ग़ݱͳͲͷྔతͳಛΛ ౷ܭతख๏ͰѲ͢Δ͜ͱͰղ໌͠Α͏ͱ͢Δݚڀ 7
ݚڀ ൃද എܠͱత ख๏ͱ݁Ռ ߟͱ݁ ອըʹ͓͚Δ ஶऀͷݸੑͷఆྔԽʹΑΔ ອըՈਪఆ
ܭྔจݙֶΛ͏গ͠ৄ͘͠ จݙʹؔ͢ΔਅآஶऀͷಉఆͳͲͷॾΛ จݙͷ୯ޠࢺ︎ग़ݱͳͲͷྔతͳಛΛ౷ܭతख๏ͰѲ͢Δ͜ͱͰղ໌͠Α͏ͱ͢Δݚڀ ɾ۟ಡͷલͷจࣈԿ͔ʁ ɾ࡞ͰΑ͘ΘΕΔಈࢺʁ ɾҰจͷ͞ʁ ɾzBOEz lPGz lJUzͳͲͷසʁͳͲ
ɾݕఆ๏ ɾओੳ ɾػցֶशʹΑΔྨख๏ͳͲ ผΞϓϩʔνʜ ɾهड़༰จҙͷݕ౼ ɾཱʹؔ͢Δྺ࢙తࣄ࣮ͷߟূ ɾώϡʔϦεςΟοΫͳख๏ ࠃͷݚڀʜ ɾ͔ͪॻ͖͕େมͰղੳ͕ ɹࠔͳͨΊ ݚڀΕ͍ͯͨ ɾݯࢯޠෳஶऀ͔ʁͳͲ ւ֎ͷݚڀʜ ɾੈلத०ʹੜ·Εͨ ɾେͷ୯ޠ͕طʹׂࡁΈ ɾϕετηϥʔͷখઆΛ༧ଌͳͲ 9 ྫ ఘΊͨΒͦ͜Ͱࢼ߹ऴྃͰ͢Α ˠఘΊͨΒͦ͜Ͱࢼ߹ऴྃͰ͢Α
ػցֶश Λ શʹཧղͨ͠ ͍ 10 ػց͕ܦݧΛ௨ͯ͡ ػցࣗ︎ͷೝࣝੑೳΛ վળͤ͞ΔϓϩάϥϜ︎ ػցֶशͱ σʔλ͕ॴଐ͢Δݘೣ
ͳͲͷΫϥεΛผ͢Δ︎ ྨ ৭Μͳతઃܭ גՁͳͲɺ࣮ʹΑΔ ग़ྗΛ༧ଌ͢Δ ճؼ ৭Μͳઃܭ ਖ਼ղͷΫϥεͷϥϕϧ͕ ༩͞ΕͨσʔλΛੳ͢Δ ڭࢣ͋Γֶश ਖ਼ղͷΫϥεͷϥϕϧͷ ͳ͍σʔλΛੳ͢Δ︎ ڭࢣͳֶ͠श ֶशޙ ਪ ֶशͨ͠ػցֶशϞσϧΛ ະͷσʔλʹద༻͢Δ ػցֶश ਓೳ "* ͳ͓ ਂֶश
ػցֶश Λ શʹཧղͨ͠ ͍ 11 ػց͕ܦݧΛ௨ͯ͡ ػցࣗ︎ͷೝࣝੑೳΛ վળͤ͞ΔϓϩάϥϜ︎ ػցֶशͱ σʔλ͕ॴଐ͢Δݘೣ
ͳͲͷΫϥεΛผ͢Δ︎ ྨ ৭Μͳతઃܭ גՁͳͲɺ࣮ʹΑΔ ग़ྗΛ༧ଌ͢Δ ճؼ ৭Μͳઃܭ ਖ਼ղͷΫϥεͷϥϕϧ͕ ༩͞ΕͨσʔλΛੳ͢Δ ڭࢣ͋Γֶश ਖ਼ղͷΫϥεͷϥϕϧͷ ͳ͍σʔλΛੳ͢Δ︎ ڭࢣͳֶ͠श ֶशޙ ਪ ֶशͨ͠ػցֶशϞσϧΛ ະͷσʔλʹద༻͢Δ ػցֶश ਓೳ "* ͳ͓ ਂֶश
ਂֶशYΠϥετੜ 12 ը෩มͷ ϒϨΠΫεϧʔ ը෩มͷ Πϥετੜܥ
Πϥετੜܥͷਂֶशͷ΄ͱΜͲը෩ม 4UZMF5SBOTGFS ͷѥछ ༰ελΠϧ ༰ελΠϧ/ ॲཧͷ্ Θ͟ͱΈ ͳͲ ಈըద༻ ͺͺͬͱృΔʴ͖ͪΜͱృΔ ࢀরը૾ͱ͍͏֓೦͕͕Δ ࢀরͷࣗಈԽ ࠓճͷൃදؔͳ͍
ྨͷͨΊͷػցֶशͷख๏ 4VQQPSU7FDUPS.BDIJOF 47. ܾఆʹΑΔྨͷྫ 3BOEPN'PSFTU 47.ʹΑΔྨͷྫ ɾܭྔจݙֶͰར༻͞ΕΔྨ︎ΞϧΰϦζϜ ɾׂฏ໘ͱσʔλ︎ͷڑͰ͋Δ ɹϚʔδϯ︎࠷େԽ͕త ɾଟΫϥεྨͷ߹
͋Δಛఆ︎Ϋϥεʹॴଐ ɹ͢Δ͔ଞ︎ͷ/ݸ︎ͲΕ͔ʹೖΔ͔ͱ͍͏ ɹΫϥε︎ྨثΛ/ݸ࡞Δ ɾܭྔจݙֶͰར༻͞ΕΔྨ︎ΞϧΰϦζϜ ɾܾఆΛෳΈ߹ΘͤΔΞϯαϯϒϧֶश ɹͱݺ︎ΕΔख๏ ɾܾఆٕͱ ߏͰ݅ذΛ܁Γฦ͢͜ͱ ɹʹΑΓత︎ͷΫϥεΛಘΔྨΞϧΰϦζϜ 13
࡞ͨ͠σʔληοτͷઆ໌ .BOHB ༻σʔληοτ ɾֶशσʔλݸ ɾςετσʔλݸ ɾछྨͷಛྔ ɾ໊ͷΫϥεྨ ɾग़൛ࣾδϟϯϧ͕︎ҟͳΔ ɾອը ܭ
ϖʔδ︎ ɾΩϟϥΫλʔ︎ͷ︎࠲ඪ ɹਧ͖ग़͠ͷ︎ςΩετ ɹίϚใͷΞϊςʔγϣϯ ɾdʹެ։ ɹ͞Εͨ࡞͕ొ͞Ε͍ͯΔ ɾϓϩ︎ඳ͍͍ͯΔອըͷ︎σʔλ ɹηοτͱͯ͠︎࠷େ︎ ஶ࡞ऀਪఆʹ༻͍ͨಛྔ︎ 14
࡞ͨ͠σʔληοτͷઆ໌ 15 }·Μ· .F$BCͰऔಘՄೳͳࢺछ ޙड़ }ӈਤͩͱ ॎʹׂ̏ ԣʹ< >ׂ
}·Μ·
࣮ͷৄࡉ .BOHB .F$BC ຊޠͷܗଶૉղੳث ྫ ఘΊͨΒͦ͜Ͱࢼ߹ऴྃͰ͢Α ఘΊಈࢺ ཱࣗ Ұஈ ࿈༻ܗ
ఘΊΔ ͨΒॿಈࢺ ಛघɾλ Ծఆܗ ͨ ໊ͦ͜ࢺ ໊ࢺ Ұൠ ͦ͜ Ͱॿࢺ ֨ॿࢺ Ұൠ Ͱ ࢼ߹໊ࢺ αมଓ ࢼ߹ ऴ໊ྃࢺ αมଓ ऴྃ Ͱ͢ॿಈࢺ ಛघɾσε جຊܗ Ͱ͢ Αॿࢺ ऴॿࢺ Α ใநग़ จࣈ ίϚɾ Ωϟϥ ɾ࠲ඪͷฏۉܭࢉॲཧ ɾ໘ੵͷฏۉܭࢉॲཧͳͲ 47. 3BOEPN'PSFTU ղੳ 1ZUIPOTDJLJUMFBSO ػցֶशͷͨΊͷϥΠϒϥϦ 0QUVOBPS(SJE4FBSDI ύϥϝʔλνϡʔχϯάͷͨΊͷ ϥΠϒϥϦ ೖྗ 16 <text id="0007a8bc" xmin=“677" ymin=“817” xmax=“755" ymax=“928” > ͳ͔ͳ͔Ԟ·Ͱඈͳ͍͠ </text> <frame id=“0007a8cc" xmin=“336" ymin=“459" xmax=“762" ymax=“798" />
࣮ݧ݁Ռ Ϋϥεྨͷ݁Ռ େྨ͝ͱͷஶ࡞ऀྨͷ݁Ռ ֤ಛྔͷॏཁ ૬ର 17
ݚڀ ൃද എܠͱత ख๏ͱ݁Ռ ߟͱ݁ ອըʹ͓͚Δ ஶऀͷݸੑͷఆྔԽʹΑΔ ອըՈਪఆ
ອըʹΫηଘࡏ͢Δͷ͔ 19 Ϋϥεྨͷ݁Ռ ɾֶशσʔλ֤Ϋϥε΄΅ݸͣͭͷ'FX4IPU ɾ͜Εʹରͯ͠Ϋϥεͱଟྨͳ ɾ5PQͰ 5PQͰͷਖ਼ղ ອըͷඳ͖ํʹԿΒ͔ͷݸੑ͕ଘࡏ͍ͯͦ͠͏ ͦͷݸੑອըՈʹґଘ͍ͯ͠Δͷ͔ʁ .BOHBʹෳ︎࡞͕ొ͞Ε͍ͯΔ
ஶ࡞ऀ︎ͷ࡞͚ͩΛਪͨ݁͠Ռ ෳ︎࡞ͷλΠτϧ͕ಉ͔͡︎ผ︎͔Ͱ͚͍ͯΔ ɾผλΠτϧͳΒࠨਤͱมΘΒͳ͍ ɾಉλΠτϧͩͱશͯ5PQͰྨՄೳ ອըࣗମͷݸੑ ອըՈΑΓ࡞ʹґଘ͍ͯ͠ΔՄೳੑ
ອըʹΫηଘࡏ͢Δͷ͔ 20 ɾΩϟϥΫλʔͷඳ͖ํه߸ lzz z ɺίϚͷେ͖͞ɺจࣈͳͲ͕ྨʹد༩ ɾͨͩ͠ɺԿ͔ͷಛྔ͕ܾఆతʹॏཁɺͱ͍͏͜ͱͰͳ͍ ֤ಛྔͷઆ໌ େྨ͝ͱͷྨ݁Ռ ֤ಛྔͷॏཁ
·ͱΊͱల 21 ɾອը︎จষίϚׂΓͳͲΛఆྔతʹѲ͠ ஶ࡞ऀ︎ͷݸੑΛ༧ଌͨ͠ ɾΫϥε͕ݸ ֶशσʔλ͕֤ΫϥεͰ΄΅ݸͱ͍͏GFXTIPUͳྨλεΫ͕ͩ ɹ5PQਖ਼Ͱఔͷ︎ਫ਼Ͱྨ͕Ͱ͖ͨ ɾऔಘ֤ͨ͠ಛྔ͕ͲΕ͚ͩஶ࡞ऀ︎ͷਪఆʹߩݙ͢Δ︎͔ΛྔతʹѲͨ͠ ·ͱΊ ɾӾཡ్தͳͲͷσʔλΛ༻͍ͨ
ಡΈ͢͞ͳͲͷᐆດͳσʔλͷੳ ɾྔతͳອըͷ੍࡞ٕज़ͷ্ख๏ͷݕ౼ ల
·ͱΊͱల 21 ɾອը︎จষίϚׂΓͳͲΛఆྔతʹѲ͠ ஶ࡞ऀ︎ͷݸੑΛ༧ଌͨ͠ ɾΫϥε͕ݸ ֶशσʔλ͕֤ΫϥεͰ΄΅ݸͱ͍͏GFXTIPUͳྨλεΫ͕ͩ ɹ5PQਖ਼Ͱఔͷ︎ਫ਼Ͱྨ͕Ͱ͖ͨ ɾऔಘ֤ͨ͠ಛྔ͕ͲΕ͚ͩஶ࡞ऀ︎ͷਪఆʹߩݙ͢Δ︎͔ΛྔతʹѲͨ͠ ·ͱΊ ɾӾཡ్தͳͲͷσʔλΛ༻͍ͨ
ಡΈ͢͞ͳͲͷᐆດͳσʔλͷੳ ɾྔతͳອըͷ੍࡞ٕज़ͷ্ख๏ͷݕ౼ ల