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[輪講] Foreground-Background Segmentation Reveale...
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kimny
September 20, 2018
Science
0
62
[輪講] Foreground-Background Segmentation Revealed during Natural Image Viewing
論文(
http://www.eneuro.org/content/5/3/ENEURO.0075-18.2018
)の輪講で使った資料です.スライド内の図はすべて論文からの引用です.
kimny
September 20, 2018
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Transcript
'PSFHSPVOE#BDLHSPVOE 4FHNFOUBUJPO3FWFBMFEEVSJOH /BUVSBM*NBHF7JFXJOH 1BPMP1BQBMF "OESFB-FP -VDB $FDDIFUUJ (JBDPNP)BOEKBSBT ,FOESJDL/,BZ
1JFUSP1JFUSJOJ BOE&NJMJBOP3JDDJBSEJ &OFVSP
֓ཁ • ࣗવը૾ʹ͓͚Δਤͷ • ώτҎ֎ͷྶྨͷσʔλ͔Βͭͷϓϩ ηε͕ΒΕ͍ͯΔ – ਤʹΑΔଅਐʗʹΑΔ੍ • Ϩϕϧͷը૾ಛΛมௐ͠Ϟσϧʹೖྗ
• G.3*Λͬͯࢹ֮ܦ࿏ͷ֤෦Ґͷ׆ಈΛ ܭଌ͠૬ؔΛऔΓʮ૬ؔը૾ʯΛ࡞ • ਤʹΑΔଅਐ͕7ʙ-0$ MBUFSBM PDDJQJUBMDPNQMFY ͰݟΒΕɼʹΑΔ ੍͕7ͱ-0$ͷΈͰݟΒΕͨ
4JHOJGJDBODF4UBUFNFOU • ਤΦϒδΣΫτදݱʹॏཁ • ෳࡶͳܹʹର͢ΔϞσϧͷݶքΛӽ͑ ΔͨΊʹQSFGJMUFSJOHख๏Λ։ൃ • ਤͷԾઆΛࢧ࣋͢Δ – ਤͷใࢹ֮ܦ࿏શମͰڧௐ͞ΕΔ
– ͷใ7 -0$Ͱ੍͞ΕΔ • 7 -0$Ͱྠֲܗঢ়ͷΈΛΦϒδΣΫ τදݱͱ͍ͯ͠Δ͔͠Εͳ͍
*OUSPEVDUJPO
ਤͷඞཁੑͱ՝ • 4DFOFTFHNFOUBUJPOཧతͳղͷͳ ͍<8VFUBM > • ਤपғͷཧղͷࣝผͷॳظ ஈ֊ͱͯ͠ॏཁ<#JFEFSNBO > •
ਓࣗવը૾ͷҰ؏ׂ͕ͨ͠Ͱ͖Δ <'PXMLFTFUBM > • ͔͠͠$//ͷ݁ՌʹΑΔͱ4DFOF TFHNFOUBUJPOͷجૅͱͳΔܭࢉػతʗਆ ܦੜཧֶతϓϩηεͱʹ·ͩΘ͔ͬͯ ͍ͳ͍<)FFUBM >
ਤʹର͢Δݚڀ • ଟ͘ͷݚڀ͔Βྶྨͷॳظࢹ֮Ͱς Ϋενϟׂͱਤ౷߹͕ߦΘΕ͍ͯΔ ͜ͱ͕Θ͔͍ͬͯΔ • αϧͷ7 7ਓܹʹରͯ͠ड༰ ͕ਤΛݟ͍ͯΔͱ͖ૣظڵฃɼΛݟͯ ͍Δͱ͖ޙظ੍<1PPSUFUBM
> • ਤʹؔ͢ΔཁૉΛूΊͯਤଅਐΛ͠ ಉ࣌ʹ੍
ࣗવը૾Λରͱͨ͠ݚڀ • ͔͠͠ਤOPOFDPMPHJDBMͳܹ ͰௐΒΕ͖ͯͨ • ਓܹʹର͢ΔԠͷϞσϧ͕ࣗવը ૾ʹରͯ͠࠷దͰͳ͍<%BWJEFUBM 'FMTFOBOE%BO >
• ਓʗࣗવը૾Λ༻͍ͨαϧͷ#0͕ௐ ΒΕ͍ͯΔ<)FTTFBOE5TBP 8JMMJGPSEBOE WPOEFS)FZEU >͕ώτʹ͍͚ͭͯܽ ͍ͯΔ
ຊݚڀͷతͱର • ࣗવը૾ΛडಈతʹݟΔͱ͖ͷॲཧͱ͠ ͯਤͷڵฃʗͷ੍ޮՌʹண • G.3*σʔλ<,BZFUBM >Λ༻ • ̓ͭͷSFHJPOTPGJOUFSFTU 30*T
ͷ׆ಈ ΛௐΔ – 7 7 7 7" 7# 7 -0$ • #FSLFMFZ4FHNFOUBUJPO%BUBTFUʹ͋Δ ຕͷࣗવը૾Λ༻͍Δ – (SPVOEUSVUIͷׂ͕͋Δ
ఏҊख๏ʢʣ • γʔϯׂͷͨΊͷ໌ࣔతͳϞσϧʹཔ ΒͣɼੜֶతʹͬͱΒ͍͠1SF GJMUFSJOHϞσϧΛͬͨख๏ • ݩͷܹͰͳ͘දݱతͳಛʹରͯ͠ ܭࢉΛ͢Δख๏</BTFMBSJTFUBM >ʹࣅͯ ͍Δ
• Ϩϕϧͷಛ͔ΒܹΛϑΟϧλϦϯ άˠݻఆͷϞσϧʹೖྗ • ϞσϧͱG.3*ͷ݁ՌSFQSFTFOUBUJPOBM TJNJMBSJUZBOBMZTJT 34" <,SJFHFTLPSUFFUBM >ͰධՁ
ఏҊख๏ʢʣ "ɿ௨ৗͷϞσϦϯάͷྲྀΕ #ɿQSFGJMUFSJOHϞσϦϯάͷྲྀΕ
.BUFSJBMBOE.FUIPET
֓ཁʢʣ • ൽ࣭Ͱͷਤॲཧͷҧ͍ͷධՁʹ Ϩϕϧͷը૾ಛʢลͷҐஔɼେ͖͞ɼ ํҐʣΛ༻ • ͭͷΑ͘ΒΕͨϞσϧͷ 3FQSFTFOUBUJPOBMEJTTJNJMBSJUZ NBUSJDFTʢ3%.TʣͰಛΛఆٛ
3FQSFTFOUBUJPOTJNJMBSJUZBOBMZTJT 34" • બͨؔ͠৺ྖҬʢSFHJPOTPG JOUFSFTUT30*Tʣʹ͓͚ΔG.3*ͷϨεϙ ϯεͷྨࣅΛղੳʹΘΕΔख๏ • ҟͳΔίϯσΟγϣ ϯͰͷ׆ಈύλʔϯ ͷϖΞؒͷڑ͕
3%.ʹͳΔ
֓ཁʢʣ • ϞσϧΛҰఆʹอͪͳ͕Βը૾ΛϑΟϧλ ͠ɼ34"Λ௨ͯ͡׆ಈͱͷ૬ؔΛݟΔ • 1SFGJMUFSJOHϞσϧࣗવը૾ʢ૬ؔը ૾ʣͷਤͷ࠷దͳಛʢίϯτϥετͱ ۭؒपʣͷදݱ͕Ͱ͖ͨ
4UJNVMJBOECFIBWJPSBMTFHNFOUBUJPOPG GPSFHSPVOEBOECBDLHSPVOE • #4%<"SCFMF[FUBM >ʹ͋Δͷ ը૾Λ༻ • ֤ը૾ʹHSPVOEUSVUIͷׂ͕͋Δ – ʙਓ͕அ
– ਓʹΑͬͯΒ͖͕ͭগͳ͍<'PXMLFTFUBM > • ύονͰҰ൪େ͖͍ਤྖҬΛਤͱͯ͠ ϚεΫΛ࡞
G.3*EBUB • ඃݧऀɿਓʢஉɼࡀʗࡀʣ • ܹ – ͷάϨΠεέʔϧը૾ɼάϨΠഎܠ – ࢹ֯ʢQJYFMʣ –
ඵఏࣔ – தԝʢɿQJYFMʣͷന͍࢛֯ʹࢹ • ܹͷఄࣔʹ߹Θͤͯͭͷࢹ֮30*T ʢ7 7 7 7" 7# 7 -0$ʣͷ ׆ಈΛநग़
$PNQVUBUJPOBM NPEFMT • ͜Ε·Ͱͷܦݧ͔ΒͭͷඇֶशϞσϧΛ બ<,IBMJHI3B[BWJBOE,SJFHFTLPSUF > – ͭॳظࢹ֮Ͱ׆ಈͱߴ͍૬͕ؔ͋Δ – ΄͔ͭ-0$ͱߴ͍૬͕ؔ͋Δ
• ͯ͢ͷϞσϧੜֶతͳಛΛͱ ʹ͍ͯ͠Δ – ΨϘʔϧϑΟϧλɼը૾ͷޯ – (*45 %FOTF4*'5 1)0( -#1 • ܹ͕άϨΠεέʔϧͰαΠζ͕ݻఆͳ ͷͰɼ৭ྠֲͷใ͕ࣦΘΕ͍ͯΔ
34"ʢʣ • ֤ܹͰͭͷϞσϧ͔Β3%.Λ࡞ • ׆ಈͷදݱϞσϧͱͷ૬ؔͷਪఆʹج ͖ͮॏΈ͚ • ೋਓͷඃݧऀͷG.3*ʹΑΔ3%.ฏۉԽ • ܹը૾ͷϑΟϧλϦϯάͱ֤30*ͷ
3%.ͷ૬ؔΛಘΔͨΊʹεϐΞϚϯͷЛ Λͬͨ
34"ʢʣ • ϞσϧͱG.3*ͷ૬ؔΛऔΔͨΊʹ – ඇόΠΞεԽ • ϞσϧͷॏΈ͖ʹجͮ͘GPMEDSPTT WBMJEBUJPOख๏Λ։ൃ – ͡Ίʹˋͷ3%.ͰϞσϧͷॏΈΛઢܗճؼͰܾఆ
– ͭ͗ʹΓˋͷ3%.ͰG.3*ͱNPEFMͷ૬ؔΛௐΔ – ճͷࢪߦͰಘͨ૬ؔฏۉԽ – ͜ͷղੳ̓ͭͷ30*Ͱಠཱͯ͠ߦͬͨ – ૬ؔͷ4&ܹͷϒʔτετϥοϓͰਪ ఆʢΠςϨʔγϣϯʣ<&GSPOBOE5JCTIJSBOJ >
34"ʢʣ • ֤30*Ͱಠཱͨ͠4/ൺΛࣔͣ͢ • ೋਓͷඃݧऀͷ3%.ΛͬͨϊΠζਪఆ
'PSFHSPVOEFOIBODFNFOUUFTUJOH • 1FSNVUBUJPOUFTUͰਤͷଅਐޮՌΛςετ • ҎԼ̎ͭΛίϯτϩʔϧ – ࣗવը૾Λಛ͚ͮΔlGPWFBUPQFSJQIFSZzό ΠΞε – ਤؒͷίϯτϥετͷࠩ
ؼແͷ࡞ํ๏ • ֤ΠςϨʔγϣϯͰͷਤϚεΫΛ γϟοϑϧ͠ϥϯμϜͳਤྖҬΛ࡞ • ਤྖҬͷ໌ͷೋฏۉฏํࠜHSPVOE USVUIͳྖҬͱҰகˠ֤ΠςϨʔγϣϯͰ ಉ͡ྔͷใ͕ • ճࢪߦͯ͠ؼແΛ࡞
1BSBNFUSJDGJMUFSJOHQSPDFEVSF • ਤɼྖҬʹରͯ̏͠छྨͷϑΟϧλ – ίϯτϥετʢΞϧϑΝνϟϯωϧมௐʣ – ۭؒपͷϩʔɼϋΠύεϑΟϧλ • ίϯτϥετͷ3.4Λม͑ͳ͍#VUUFSXPSUIGJMUFS
#BDLHSPVOETVQQSFTTJPOUFTUJOH • ྆ଆύʔϛϡςʔγϣϯςετ • ֤30*Ͱɼݩͷܹͱ֤ʮʯϑΟϧλͷ աఔͱͷࠩΛࢉग़ • ϒʔτετϥοϓ ͔Β̎ͭͷάϧʔ ϓΛແ࡞ҝʹબ͠ɼ
૬ؔࠩͷؼແΛ ಘΔ͜ͱͰύʔϛϡ ςʔγϣϯςετΛ ࣮ߦʢ JUSʣ
$PSSFMBUJPOJNBHFT • 30*͝ͱʹϑΟϧλϦϯάखॱͷޮՌΛ Έ߹Θͤͯ૬ؔը૾Λ࡞ • G.3*σʔλ͔ΒͷݻఆϞσϧͱ3%.ͱͷ ؒͷ࠷ߴ͍૬ؔΛ༗͢ΔϑΟϧλϦϯ άεςοϓΛɼͦΕͧΕલܠ͓Αͼഎܠ ʹ༻ –
ϩʔύεϑΟϧλͱϋΠύεϑΟϧλͷ࠷ྑ ͷը૾Λฏۉ – ֤ϐΫηϧʹ·͍͠ΞϧϑΝνϟϯωϧ ʢίϯτϥετʣΛࢉ
4JHOJGJDBODF UFTUJOHʢʣ • 34"ͷ݁Ռͷ౷ܭత༏ҐੑΛࣔͨ͢Ίͷ 30*TQFDJGJDͳύʔϛϡςʔγϣϯςε τʢJUSʣ • ̓ͭͷ30*ʹଐ͍ͯ͠ͳ͍ޙ಄༿ྖҬ ʢDPOUSPMWPYFMTʣΛϥϯμϜʹαϯϓϦ ϯά
• ୯ʹ3%.ͷΛߟྀ͢ΔΑΓG.3*ͷ σʔλͷภΓʹڧ͍
4JHOJGJDBODF UFTUJOHʢʣ ֤30*ͰɼܹΛϒʔτετϥοϓͰα ϯϓϦϯά͠ϊΠζਪఆʹΑΓ4&Λࢉग़ ʢJUSʣ ֤30*ͰDPOUSPMWPYFMͷΛϥϯμϜʹ ܾΊɼDPOUSPMWPYFMͷܹʹର͢ΔԠ Ͱؼແ3%.Λ࡞
ೋਓͷඃݧऀͷؼແ3%.ͷ૬ؔΛܭࢉ ϑΟϧλϦϯάͷ֤εςοϓ͝ͱʹ ݸͷЛͱؼແΛಘΔͨΊʹ ݸͷ30*TQFDJGJDͳؼແ3%.ͱϞ σϧ3%.ͷ૬ؔΛऔΔ
3FTVMU
֓ཁ • Ϟσϧ͕Ͳͷ͙Β͍ϑΟοτ͢Δ͔ೖ ྗʹґଘ͢Δ • ͜ͷݚڀͰϞσϧΛ௨ͯ͡ॲཧ͞Εͨ ਤྖҬͷαΠζɼҐஔɼ໌҉Ͱͳ͘ ਤͷܗঢ়͕ଅਐʹӨڹ͍ͯ͠ΔͱԾఆ
$PNQBSJTPOPGJOUBDUBOECFIBWJPSBMMZ TFHNFOUFEJNBHFT • ֤30*ͷG.3*͔Βಘͨ3%.ͷ૬ؔ ࣶɿύʔϛϡςʔγϣϯςετͰ༗ҙʢQʣ ˎɿ૬ؔͷ͕ࠩ༗ҙʢQʣ ഁઢɿਪఆ4/ൺɼάϨΠ4&
݁Ռ͔ΒΘ͔Δ͜ͱ • *OUBDUʹ͓͍ͯ7 7 7͕༗ҙ • ਤʹ͓͍ͯ7 7 -0$͕༗ҙ •
ʹ͓͍ͯ7 7͕༗ҙ
'PSFHSPVOEJTFOIBODFEJOBMMUIF UFTUFESFHJPOT • ਖ਼͍͠ਤׂ͕G.3*͔ΒಘΒΕͨ3%. ͷΑΓΑ͍༧ଌҼࢠͰ͋Δ͔Λςετ ˠਖ਼ׂ͍͠ϥϯμϜͳσʔληοτ ΑΓ༗ҙʹߴ͍૬ؔΛࣔ͢ • ਤʹؔ࿈ͨ͠ใʹΑΔଅਐ͕ࣗવը૾
Λݟ͍ͯΔͱ͖ͷͯ͢ͷ30*Ͱى͖͍ͯ Δ͜ͱΛ͍ࣔࠦͯ͠Δ 7Q7Q7 Q7"Q7# Q7Q-0$Q
'PSFHSPVOEJTFOIBODFEJOBMMUIF UFTUFESFHJPOT • ͜ͷղੳ̎ͭͷજࡏతޮՌΛআ֎ – ࣗવը૾γʔϯͷதԝͷମͰಛ͚ͮΒ ΕΔ<"MFYFFUBM > •
ύʔϛϡςʔγϣϯςετʹ͓͍ۭͯؒͱϐ Ϋηϧ͕ݻఆͳͷͰಉ͡όΠΞε͕ؼແʹ – ਤͱͷίϯτϥετͷόΠΞε • ίϯτϥετͷ3.4ΛHSPVOEUSVUIʹ߹Θͤͨ
#BDLHSPVOETVQQSFTTJPOPDDVSTJO IJHIFSDPSUJDBMBSFBT • ͷ3%.ͷ૬ؔ7ͱ7ͰͷΈ༗ҙ • ʮʹؔ͢Δใߴ࣍ࢹ֮Ͱ੍͞ Ε͍ͯΔʯͱԾఆ • 7"
7#ΦϦδφϧʗਤͷΈʗͷΈ ʹରͯ͠༗ҙͳ݁Ռ͕ग़ͳ͔ͬͨͨΊٞ ͠ͳ͍
#BDLHSPVOETVQQSFTTJPOPDDVSTJO IJHIFSDPSUJDBMBSFBT • ΦϦδφϧͱͷϑΟϧλϦϯάεςο ϓͷ૬ؔΛݟΔͱ7 7 7Ͱ͕ॲཧ ͞Ε͍ͯΔ •
Ұํ7 -0$ͰͷϑΟϧλ͕༗ҙʹ ߴ͍૬͕ؔ͋Γɼ͕ϊΠζͱҟͳΔ ͜ͱΛ͍ࣔࠦͯ͠Δ
#BDLHSPVOETVQQSFTTJPOPDDVSTJO IJHIFSDPSUJDBMBSFBT
#BDLHSPVOETVQQSFTTJPOPDDVSTJO IJHIFSDPSUJDBMBSFBT • ͜ΕΒͷ݁ՌਤʹΑΔ੍͕ߴ࣍Ͱߦ ΘΕ͍ͯΔ͜ͱΛ͍ࣔࠦͯ͠Δ • $PSSFMBUJPOJNBHFͰͦ͏ͳ͍ͬͯΔ
#BDLHSPVOETVQQSFTTJPOPDDVSTJO IJHIFSDPSUJDBMBSFBT • ఏҊख๏ͷ༗ޮੑΛݕূ͢ΔͨΊʹશ݁ ߹ͷࣄલֶशࡁΈ$//<"MFY/FUGD ,SJ[IFWTLZFUBM >Λ༻ͯ͠G.3*ͷγ ϛϡϨʔγϣϯ •
݁ՌʢจͰࣔ͞Ε͍ͯͳ͍ʣQSF GJMUFSJOHϞσϧ͕ԠͷHSPVOEUSVUIͷ ܭࢉΛਖ਼֬ʹ໌Β͔ʹ͢Δ͜ͱΛࣔͯ͠ ͍Δ
%JTDVTTJPO
ԾઆΛࢧ࣋͢Δͭͷ݁Ռ 34"Λ͏͜ͱͰɼϞσϧ͕ਤʹରͯ͠ 7 7 -0$ɼʹରͯ͠7 7ͷΈ͕ ༏Ґʹ૬ؔ͢Δ͜ͱΛࣔͨ͠ બͨ͠30*ʹ͓͍ͯίϯτϥετେ͖͞
ҐஔʹґଘͤͣਤʹΑΔଅਐޮՌ͕͋Δ – ࢹ֮ॲཧܦ࿏ͷෳͷྖҬʹ·͕ͨͬͯਤ Λߦ͍ͬͯΔূڌˠαϧͷ#0ࡉ๔͕77 ͰෳඞཁͰ͋Δ<)FTTFBOE5TBP >ͷͱҰ ॹ 7ͱ-0$ͷʹؔ࿈ͨ͠ใͷ੍͕ ׂͷূڌͱͳΔ
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– എܠΛ੍͠ͳ͕ΒਤશମΛ༏ઌతʹॲཧ – ಛݕग़ثͱͯ̍ͭ͠ͷࢹ֮తଐੑʢFHೣ ͷͻ͛ʣʹνϡʔϯ͓ͯ͠Γ੍͠ͳ͍ • ͲͪΒʹͤΑࠓճͷ݁Ռ-0$ମς Ϋενϟͱܗঢ়ʹબతͰ͋Γɼͷ ใͷӨڹΛड͚ͳ͍͜ͱΛ͍ࣔͯ͠Δ
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ͷܭࢉ͕ߴ࣍ͷ׆ಈΛௐΔ؆୯Ͱੜ ֶతʹΒ͍͠ख๏ͩͱߟ͍͑ͯΔ