CVPR 2023 速報：CCC Summer 2023 in MIRUチュートリアル（配布版）

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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ຊൃදl$713଎ใzͷৠཹ ݱ஍ࢀՃऀͷମݧஊ ,FZOPUF5VUPSJBM8PSLTIPQ ݱ஍ࢀՃϝϯόʔͷମݧɾײ૝ 1BQFST $713଎ใ ຊൃද
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ຊൃදʹ͍ͭͯ $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ ೤ڰ͸Ͳ͜΁޲͔͏ Ͳ͏ੜ͖࢒Δ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔ ऴΘΓʹ

$713Ͱ࠷΋Ξπ͍ τϐοΫ͸Կͩͬͨʁ

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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ج൫Ϟσϧ 7JTVBM 1SPNQU ;FSPTIPU*ODPOUFYUMFBSOJOH • ڧྗͳ--.΍7-.Λ࢖ͬͯ[FSPTIPUJODPOUFYU MFBSOJOHͰ$7λεΫΛղ͘ख๏͕ଟ਺
• 1SPNQU͸ςΩετ ఺ ઢ ϘοΫε εέονͳͲ ༷ʑͳܗ͕ࣜࢼ͞Ε͍ͯΔ • ෳ਺ͷܗࣜΛड͚෇͚Δ৔߹΋͋Δ • (15Λ࢖ͬͨJODPOUFYUMFBSOJOHͰςΩετͷࢦ ͔ࣔΒϓϩάϥϜΛੜ੒͠ $7λεΫΛղ͘ • ղ͘աఔͷ݁Ռ΋ग़ྗՄೳͳͷͰղऍੑ΋ߴ͍ TPVSDF IUUQTBSYJWPSHBCT JNBHF FODPEFS QSPNQU FODPEFS NPEFM PVUQVU QSPNQU JODPOUFYU FYBNQMF JNBHF $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ

• 1SPNQU͸ςΩετ ఺ ઢ ϘοΫε εέονͳͲ ༷ʑͳܗ͕ࣜࢼ͞Ε͍ͯΔ • ෳ਺ͷܗࣜΛड͚෇͚Δ৔߹΋͋Δ • खॻ͖εέονΛQSPNQUͱͯ͠[FSPTIPUͰ෺ମݕ ग़Λߦ͏ • ಉҰΧςΰϦ಺ͷGJOFHSBJOFEͳݕग़΋Մೳ TPVSDF IUUQTBSYJWPSHBCT JNBHF FODPEFS QSPNQU FODPEFS NPEFM PVUQVU QSPNQU JODPOUFYU FYBNQMF JNBHF $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ

• 1SPNQU͸ςΩετ ఺ ઢ ϘοΫε εέονͳͲ ༷ʑͳܗ͕ࣜࢼ͞Ε͍ͯΔ • ෳ਺ͷܗࣜΛड͚෇͚Δ৔߹΋͋Δ • ;FSPTIPUͰηάϝϯςʔγϣϯΛߦ͏ • .ͷը૾ͱ#ͷϚεΫͰֶश͍ͯ͠Δ • ఺ ϘοΫε ςΩετͳͲෳ਺ͷܗࣜͷϓϩϯϓτ Λ࢖༻Մೳ TPVSDF IUUQTBSYJWPSHBCT JNBHF FODPEFS QSPNQU FODPEFS NPEFM PVUQVU QSPNQU JODPOUFYU FYBNQMF JNBHF $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ /PUUIJT $713QBQFS

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ɿطʹϓϩμΫτ΋ग़࢝Ί͍ͯΔ ج൫Ϟσϧ 7JTVBM 1SPNQU ;FSPTIPU*ODPOUFYUMFBSOJOH • ը૾ͱϢʔβʔೖྗͷϥϕϧ෇͖ઢ܈
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE %BUBDFOUSJD"* • ج൫Ϟσϧ͸࠶ֶशίετ͕ߴ͍ͨΊ গ਺ͷ࣭ͷ ߴ͍σʔλͰJODPOUFYU MFBSOJOHখن໛௥Ճֶश • %JGGVTJPONPEFMͷਐาʹΑͬͯੜ੒σʔλΛ࢖ͬ
ֶͨशͰਫ਼౓޲্͕࣮ݱՄೳʹ "MFYFJ"&GSPT "OESFX/H 1IJMMJQ*TPMB ɾɾɾ ੜ੒σʔλͷֶशʹΑΓ*NBHF/FU5PQ"DDΛ޲্ TPVSDFIUUQTBSYJWPSHBCT TPVSDFIUUQTBSYJWPSHBCT TPVSDFIUUQTVPGJBQQCPYDPNTCEQKWJOMB[XVROVMSXPELUIQLNS TPVSDFIUUQTXXXZPVUVCFDPNXBUDI W$FXGNT $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ /PUUIJT $713QBQFS

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%BUBΛ࢖ͬͨରরֶश %BUB Λ࢖ͬͨରরֶश /PUUIJT $713QBQFS

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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ͷ·ͱΊ $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ • lੜ੒Ϟσϧz∪ج൫Ϟσϧ • %JGGVTJPONPEFM • /F3'
• -BOHVBHF • ج൫Ϟσϧ 7JTVBM 1SPNQU ;FSPTIPU*ODPOUFYUMFBSOJOH • طʹϓϩμΫτԽ΋ਐΜͰ͍Δ • %BUBDFOUSJD"* • %BUB $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ

೤ڰ͸Ͳ͜΁޲͔͏ Ͳ͏ੜ͖࢒Δ

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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE Ͳ͏ੜ͖࢒Δ ਓ௨Γͷগͳ͍ಓΛߦ͘ %FWJ1BSJLI "MFYFJ"&GSPT %FSFL)PJFN TPVSDFIUUQTESJWFHPPHMFDPNGJMFEC"X+6IF,P6+C26,&@NO#9DQ51B"CWJFX TPVSDFIUUQTVPGJBQQCPYDPNTCEQKWJOMB[XVROVMSXPELUIQLNS TPVSDFIUUQTVPGJBQQCPYDPNTIXOCJKSBMNKCKIWSEDSLSQKP
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ɿগ͠લͷΞΠσΞʹཱͪ໭ͬͯΈΔ $ZDMJOHCBDLPOPMEJEFBTDBO CFGSVJUGVM 2)PXEPXFHFUJEFBGSPN PMEQBQFST 3FBEUIFN TUVEZUIFN طʹղ͚ͨͱࢥΘΕ͍ͯΔ໰୊ͷࠜຊΛݟ௚͢
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ɿద༻͢ΔυϝΠϯΛେ୾ʹม͑ͯΈΔ Խֶ /FFE.-$7QFPQMF`TIFMQUP EJTDPWFSOFXDBUBMZTUTGPSVTF JOSFOFXBCMFFOFSHZ ෺ཧ #MBDL)PMF*NBHJOHʹ/F3'ͳͲ$7ͷख๏ΛԠ༻ -BSSZ;JUOJDL
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ɿֶੜͷظؒ͸ֶͿ͜ͱʹ࣌ؒΛ౰ͯΔ͜ͱ΋ॏཁ %FSFL)PJFN DJUBUJPOT .BTUFS5IFTJT 1I%5IFTJT ɾम࢜ɾത࢜ؒͷओஶ࿦จ
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE Ͳ͜΁޲͔͏ʁ • ૊৫ͷ໨త΍ϦιʔεʹԠͨ͡໾ׂ෼୲ • 5IF(SFBU%FDPVQMJOH • &OHJOFFSJOH"*ͱ4DJFODF "*ͷ෼཭
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$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE Ͳ͜΁޲͔͏ʁ • ૊৫ͷ໨త΍ϦιʔεʹԠͨ͡໾ׂ෼୲ • 5IF(SFBU%FDPVQMJOH • &OHJOFFSJOH"*ͱ4DJFODF "*ͷ෼཭
Ͳ͏ੜ͖࢒Δ • ਓ௨Γͷগͳ͍ಓΛߦ͘ • গ͠લͷΞΠσΞͷ࠶ߟ • ద༻͢ΔυϝΠϯΛେ͖͘ม͑Δ • ֶੜͷظؒ͸ֶͿ͜ͱ΋ॏཁ • ίϥϘ͢Δ • ࠷ॳʹ༑ୡΛ࡞ͬͯҰॹʹߟ͑Δ • ֶձ .*36 $713 • ίϛϡχςΟ DWQBQFSDIBMMFOHF ೤ڰ͸Ͳ͜΁޲͔͏ Ͳ͏ੜ͖࢒Δ ࣗ෼ͷϏδϣϯʹै͏͜ͱ΋ॏཁ %BWJE'PSTZUI TPVSDFIUUQTESJWFHPPHMFDPNGJMFEPIB%4/5M5BJKOL,GS3%G[I22$+47WJFX ͷ·ͱΊ

$713 Ո͔ΒݟΔ͔ʁ ߦͬͯΈΔ͔ʁ

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE $713͸ݱ஍ࢀՃ͢Δ΂͖ʁ ৘ใऩूͷޮ཰ ԁ҆ Ҡಈ৯ࣄ $713౤ߘ࣌ ͸$IBU(15΋4". ΋·ͩແ͔ͬͨ ೔ຊ৯͕৯΂͍ͨ
௚ߦศͰ΋ ยಓ࣌ؒ 64%+1: TPVSDFIUUQTPQFOBJDPNCMPHDIBUHQU TPVSDF IUUQTTFHNFOUBOZUIJOHDPN 7JSUVBMࢀՃ੎΋ ׂ͙Β͍͍Δ TPVSDFIUUQTDWQSUIFDWGDPNNFEJBDWQS4MJEFTQEG $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ର৅ɿ • ॳΊͯ$713ʹݱ஍ࢀՃͨ͠ϝϯόʔ ࣭໰ɿ • ݱ஍ࢀՃ͢Δ1SP$PO͸Կ͔ʁ • τʔλϧͰݱ஍ࢀՃ͢Δҙ͕ٛ͋Δʁ ίϛϡχςΟ಺ͰώΞϦϯάΛͯ͠Έͨ
$713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ର৅ɿ • ॳΊͯ$713ʹݱ஍ࢀՃͨ͠ϝϯόʔ ࣭໰ɿ • ݱ஍ࢀՃ͢Δ1SP$PO͸Կ͔ʁ • τʔλϧͰݱ஍ࢀՃ͢Δҙ͕ٛ͋Δʁ 1SPɿ
• ۭؾײΛഽͰײͯ͡Ϟνϕര૿ • τοϓݚڀऀͱ௚઀σΟεΧογϣϯ • τοϓݚڀऀͷࢥߟഎܠ΍ੜଶΛ؍࡯ • ༷ʑͳωοτϫʔΫܗ੒ • ීஈ͸৮Εͳ͍෼໺΋ڧ੍Πϯϓοτ • ӳޠͷεΩϧ΍ֶशҙཉ͕޲্ • 7JSUVBMࢀՃͩͱ໷தʹਓͳͷͰਏ͍ ίϛϡχςΟ಺ͰώΞϦϯάΛͯ͠Έͨ τοϓϥϘ͸ֶੜͰ΋ ήʔϜνΣϯδϟʔʹ ͳΔͱ͍͏೤ྔ͕ੌ͍ ݱ஍ͷܦݧڪΔ΂͠ $7քͷελʔୡͷ࿩Λ௚઀ ฉ͍ͯ໨ඪ͕໌֬ʹͳΔͱ ಉ࣌ʹʮ͜Εઓ͑ΔΘʯͱ ࢥ͑ͨ τοϓݚڀऀಉ࢜ͷ +";;తͳٞ࿦ʹࢀՃ ग़དྷΔ ෳ਺ͷ࿦จʹ౉ͬͯτοϓݚڀऀ ͷ੒͠਱͍͛ͨ͜ͱ΍ ͦͷഎܠ ͱͳΔ఩ֶΛ஌ΕΔͷ͸େ͖͍ τοϓݚڀऀͷମྗɾے೑͸ Ϡό͍໷஗͘·Ͱ࠙਌ձͰ ཌே͔࣌ΒϛʔςΟϯά ͦͷ৔Ͱཹֶͷަব΋ ٯʹ͜Ε·ͰΑ͘Φϯ ϥΠϯ։࠵ͰϞνϕΛ อͯͯͨͳͱࢥͬͨ αʔϕΠ͕ؒʹ߹ͬͯ ͍ͳ͍෼໺ͷ৘ใ͕ޮ ཰ྑ͘ऩूग़དྷΔ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔

• ۭؾײΛഽͰײͯ͡Ϟνϕര૿ • τοϓݚڀऀͱ௚઀σΟεΧογϣϯ • τοϓݚڀऀͷࢥߟഎܠ΍ੜଶΛ؍࡯ • ༷ʑͳωοτϫʔΫܗ੒ • ීஈ͸৮Εͳ͍෼໺΋ڧ੍Πϯϓοτ • ӳޠͷεΩϧ΍ֶशҙཉ͕޲্ • 7JSUVBMࢀՃͩͱ໷தʹਓͳͷͰਏ͍ ίϛϡχςΟ಺ͰώΞϦϯάΛͯ͠Έͨ $POɿ • ৘ใ͕एׯ஗͍ • ӳޠऑऀʹ͸ਏ͍ • ೔ຊ৯͕࿀͍͠ $713ͱ͍͑Ͳ$7෼໺ ͷਐΉ଎͞ͱͷ("1͸ ݫ͍͠ $713͸ Φʔϥϧ͕ແ͘ͳͬͯ ϙελʔॏࢹʹͳͬͨ ձ৔ͷன৯Λ΋͏গ͠ ྑͯ͘͠ཉ͍͠ ίʔώʔ͕ҿΈ์୊͸ خ͍͠ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔

• ۭؾײΛഽͰײͯ͡Ϟνϕര૿ • τοϓݚڀऀͱ௚઀σΟεΧογϣϯ • τοϓݚڀऀͷࢥߟഎܠ΍ੜଶΛ؍࡯ • ༷ʑͳωοτϫʔΫܗ੒ • ීஈ͸৮Εͳ͍෼໺΋ڧ੍Πϯϓοτ • ӳޠͷεΩϧ΍ֶशҙཉ͕޲্ • 7JSUVBMࢀՃͩͱ໷தʹਓͳͷͰਏ͍ ίϛϡχςΟ಺ͰώΞϦϯάΛͯ͠Έͨ ͷ·ͱΊ $POɿ • ৘ใ͕एׯ஗͍ • ӳޠऑऀʹ͸ਏ͍ • ೔ຊ৯͕࿀͍͠ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔

• ۭؾײΛഽͰײͯ͡Ϟνϕര૿ • τοϓݚڀऀͱ௚઀σΟεΧογϣϯ • τοϓݚڀऀͷࢥߟഎܠ΍ੜଶΛ؍࡯ • ༷ʑͳωοτϫʔΫܗ੒ • ීஈ͸৮Εͳ͍෼໺΋ڧ੍Πϯϓοτ • ӳޠͷεΩϧ΍ֶशҙཉ͕޲্ • 7JSUVBMࢀՃͩͱ໷தʹਓͳͷͰਏ͍ ίϛϡχςΟ಺ͰώΞϦϯάΛͯ͠Έͨ ͷ·ͱΊ $POɿ • ৘ใ͕एׯ஗͍ • ӳޠऑऀʹ͸ਏ͍ • ೔ຊ৯͕࿀͍͠ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔ શһ͕τʔλϧͰݱ஍ࢀՃ͢Δҙ͕ٛ͋Δͱճ౴ ʢՈ͔ΒݟΔΑΓ ߦͬͯΈΑ͏ʣ DWQBQFSDIBMMFOHFͷݚڀϝϯόʔ͸ ໊͕$713ʹࢀՃ

ऴΘΓʹ

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ऴΘΓʹ TPVSDFIUUQTXXXZPVUVCFDPNXBUDI WQH.XW6DUT $713Ͱ࠷΋Ξπ͍τϐοΫ͸Կͩͬͨ • lੜ੒Ϟσϧz∪ج൫Ϟσϧ ೤ڰ͸Ͳ͜΁޲͔͏ Ͳ͏ੜ͖࢒Δ
• ਓ௨Γͷগͳ͍ಓΛߦ͘ • ίϥϘ͢Δ • ࣗ෼ͷϏδϣϯʹै͏ $713 Ո͔ΒݟΔ͔ ߦͬͯΈΔ͔ • Ո͔ΒݟΔΑΓ ߦͬͯΈΑ͏ ຊൃදl$713଎ใzͷৠཹ ݱ஍ࢀՃऀͷମݧஊ

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ऴΘΓʹ $713 ͷ౤ߘక੾·Ͱ࢒Γ೔ TPVSDFIUUQTXXXZPVUVCFDPNXBUDI WQH.XW6DUT

$PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ऴΘΓʹ $713 ͷ౤ߘక੾·Ͱ࢒Γ೔ TPVSDFIUUQTXXXZPVUVCFDPNXBUDI WQH.XW6DUT UBMFOUJTNBEF OPUCPSO :FKJO
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ίϯϐϡʔλϏδϣϯ෼໺ͷࠓΛө͠ɺ৽͍͠τϨϯυΛ૑Γग़͢

CVPR 2023 速報：CCC Summer 2023 in MIRUチュートリアル（配布版）

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