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Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields

peisuke
April 30, 2023

Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields

第58回 コンピュータビジョン勉強会@関東
深層学習+3D論文読み会
Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fields

peisuke

April 30, 2023
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  1. Mip-NeRF 360: Unbounded Anti-
    Aliased Neural Radiance Fields
    Authors: Jonathan T. Barron, Ben Mildenhall, Dor Verbin
    Presenter: @peisuke

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  2. ࣗݾ঺հ
    ໊લɿ౻ຊ ܟհ
    ॴଐɿ"#&+"ʢ-BCTϥϘ௕ʣ
    ෭ۀɿ.-Λத৺ʹ૬ஊ͔Β։ൃ·Ͱ΍ͬͯ·͢
    ੋඇ͓੠͕͚Լ͍͞
    ׆ಈɿ5XJUUFS!QFJTVLF
    (JUIVC IUUQTHJUIVCDPNQFJTVLF
    2JJUB IUUQTRJJUBDPNQFJTVLF
    4MJEF4IBSF IUUQTXXXTMJEFTIBSFOFU'VKJNPUP,FJTVLF
    4QFBLFS%FDL IUUQTTQFBLFSEFDLDPNQFJTVLF
    গ͚ͩ͠ॻ͍ͯ·͢

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  3. ֓ཁ
    • ͲΜͳ࿦จʁ
    • /F3'Ͱ͸ϘϦϡʔϜϨϯμϦϯάʹ͓͍֤ͯ஍఺ͷ৭ɾີ౓Λ//Ͱ
    ग़ྗ͢Δ͜ͱͰը૾Λੜ੒
    • /F3'ʹ͓͍ͯɺத৺͔Βԕ͍޿େͳۭؒΛ//Ͱ࠶ݱ͢Δ͜ͱ͕೉͠
    ͘ɺத৺Ҏ֎ͷ෮ݩ͕೉͔ͬͨ͠໰୊Λղܾ
    • ޻෉఺͸ʁ
    • ۭؒΛม׵ͯ͠ԕ͍ྖҬΛখ͍͞ྖҬʹຒΊࠐΉ͜ͱͰԕ͞ͷ໰୊Λ
    ղܾ
    • ͦͷଞʹɺৠཹʹΑΔߴ଎Խɾਖ਼نԽʹΑΔϊΠζ࡟ݮͳͲΛ͍ͯ͠
    Δ

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  4. ख๏ͷσϞ

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  5. /F3'ͷ֓ཁʢʣ
    • ۭؒ಺ͷ఺ʢҐஔ޲͖ͷ࣍ݩʣʹؔ͢Δ৭ɾີ౓Λ༧ଌ͢Δ
    ωοτϫʔΫ
    • ΧϝϥͷҐஔΛܾΊΔͱɺωοτϫʔΫͷग़ྗ͢Δ஋ΛݩʹϘ
    ϦϡʔϜϨϯμϦϯά͢Δ͜ͱͰը૾Λੜ੒
    1PTJUJPOBM&ODPEJOH͞Εͨ఺ͷ
    ৘ใ ࣍ϖʔδͰઆ໌

    ີ౓͔Β
    XΛܭࢉ

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  6. /F3'ͷ֓ཁʢʣ
    • ۭؒ಺ͷ఺Λߴ࣍ݩͷಛ௃ྔʹม׵ʢQPTJUJPOBMFODPEJOHɺ
    1&ʣ͢Δ͜ͱͰߴਫ਼౓Խ
    𝛾 𝒙 = sin 2!𝒙𝜋 , cos 2!𝒙𝜋 , … , sin 2"𝒙𝜋 , cos 2"𝒙𝜋

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  7. NJQ/F3'ͷ֓ཁʢʣ
    • 𝛾 𝒙 Λ఺ͱͯ͠ѻ͍ɺͦͷҐஔͷ৭ΛϨϯμϦϯά͢Δͱɺ
    पғͷ৘ใΛಘΒΕͣδϟΪʔ͕ൃੜ͢Δ
    • ࢹઢΛίʔϯͰଊ͑ɺίʔϯ಺ͷੵ෼Λ༻͍ΔࣄͰߴਫ਼౓Խ
    • ίʔϯΛΨ΢ε෼෍Ͱۙࣅɺ1&ͷظ଴஋Λ࢖͏͜ͱͰɺੵ෼Λ
    ؆қతʹܭࢉ
    ఺Ͱ͸ͳ͘ɺ֤ྖҬͷ
    1&ͷظ଴஋Λ࢖͏

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  8. NJQ/F3'ͷ֓ཁʢʣ
    • 1&ͨ͠ಛ௃ྔͷظ଴஋ΛऔΔͱɺࢹ఺͔Βԕ͍ྖҬͰ͸ߴप೾ྖ
    Ҭ͕খ͘͞ͳΔ
    • ڑ཭ʹԠͨ͡ૈ͞ΛՃຯͯ͠ωοτϫʔΫ͕৭Λग़ྗͯ͘͠ΕΔ
    ࢹ఺ۙ͘Ͱ͸ɺ෼෍͕
    ڱ͍ͨΊߴप೾ྖҬͷ
    ৘ใ͕࢒Δ
    ࢹ఺͔Β཭ΕΔͱɺ෼
    ෍͕޿͘ͳΔͨΊ௿प
    ೾੒෼ͷΈʹͳΔ

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  9. NJQ/F3'ͷ՝୊
    • Χϝϥ͔Βԕ͍ྖҬ͸ίʔϯ
    ͕େ͖͘ͳΔ
    • த৺ʹ͋Δ෺ମҎ֎ͷपғ؀
    ڥͷ෮ݩ͕ࠔ೉
    த৺ྖҬ΄Ͳࡉ͔
    ͍৘ใ͕ඞཁ
    पғͷ৘ใ͸ૈͯ͘ྑ͍
    ֎ଆͷྖҬͷσʔλ͕ૄʹͳΔͨΊɺ
    ্ख͘෮ݩͰ͖ͳ͍

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  10. 4DFOFBOE3BZ1BSBNFUFSJ[BUJPO
    • த৺͔Β൒ܘͷྖҬ·Ͱ͸มΘΒͣ
    • ൒ܘҎ্ͷྖҬ͸ɺԕ͘ͳΔ΄Ͳڑ཭ΛॖΊɺ൒ܘͷྖҬʹ
    ແݶԕํ͕ऩ·ΔΑ͏ʹม׵
    • ࣍ۙࣅͯ͠ϠίϏߦྻΛ࢖͍Ψ΢ε෼෍Λม׵
    ਤͷପԁ͸ҎԼͰม׵

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  11. ৠཹΛ༻͍ͨߴ଎Խʢʣ
    • NJQ/F3'Ͱ͸ɺ·ͣ͸શҬΛૈཻ͍౓ͰϨΠτϨʔγϯά͠ɺ෺ମ͕Կ
    ॲʹ͋Δͷ͔Λେ·͔ʹ೺Ѳ
    • ࣍ʹɺ෺ମ͕ଘࡏ͢ΔҐஔʹ੍ݶ͠ɺ࠶౓ϨΠτϨʔγϯά
    • ͜ΕΛ܁Γฦ͢͜ͱͰৄࡉͳܗঢ়Λ෮ݩՄೳɺܭࢉ͕஗͍ͱ͍͏՝୊͕͋
    Δ

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  12. ৠཹΛ༻͍ͨߴ଎Խʢ̎ʣ
    • ૈ͍ྖҬ୳ࡧϑΣʔζͰ͸ɺ৭ͷ৘ใΛ࣋ͨͳ͍ɺΑΓখ͞ͳϞσϧ
    ʢ1SPQ.-1ʣͰ෺ମͷҐஔΛ୳ࡧ
    • ࠷ޙͷϨϯμϦϯάͷΈɺ৭ͷ৘ใΛ࣋ͭϞσϧʢ/F3'.-1ʣͰ୳ࡧ
    • ֤ϞσϧʹҰ؏ੑΛ࣋ͨͤΔͨΊɺωοτϫʔΫͷৠཹΛ༻͍Δ

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  13. ωοτϫʔΫͷৠཹʹ͍ͭͯ
    • /F3'.-1͔ΒಘΒΕΔ෺ମͷҐஔͷ৘ใΛ༻͍ͯɺ1SPQ.-1Λֶश
    ͢Δ͜ͱͰҰ؏ੑΛอͭ
    • ௚઀྆ํͷωοτϫʔΫؒͰඞཁͱͳΔCJOͷີ౓͸ҟͳΔͷͰ௚઀਺஋
    Λൺֱͨ͠ৠཹ͕ग़དྷͳ͍
    • /F3'.-1͔ΒಘΒΕΔॏΈͷώετάϥϜΑΓ΋ɺ1SPQ.-1ͷώε
    τάϥϜ͕େ͖͘ͱ͍͏੍໿Λ࢖͏
    • ͜Ε͸ͪΐͬͱෳࡶͳͷͰ࣍ͷϖʔδͰઆ໌
    ࠷ऴతʹɺ෺ମྖҬʹ͓
    ͍ͯX͕େ͖͘ͳΔɻ·
    ͨɺૈ͍CJOͷ1SPQ.-1
    ͕ಘΒΕΔ

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  14. • ϨΠ্ʹ͋Δ෺ମͷॏΈXͷώετάϥϜΛߟ͑Δ
    ώετάϥϜͷൺֱ
    ϨΠ্ͷ෺ମͷॏΈ
    w
    ෺ମͷॏΈͷώετάϥϜ

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  15. ώετάϥϜͷൺֱ
    /F3'.-1ͷ
    ώετάϥϜ
    1SPQ.-1ͷ
    ώετάϥϜ /F3'.-1ͷͱ͋ΔྖҬ5JͷॏΈXJ
    ΑΓ΋ɺ5JΛؚΉྖҬ5Kͷώετά
    ϥϜXKͷ໘ੵͷํ͕େ͖͘ͳΔ

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  16. ਖ਼ଇԽ
    • /F3'Λֶश͢Δͱɺಛʹԕ͍ΤϦΞʹ͓͍ͯ͸ܗঢ়෮ݩͷͨ
    Ίͷ৘ใ͕଍Γͣෆྑઃఆ໰୊͕ൃੜ͠ɺϊΠζ͕ൃੜ
    • ਖ਼ଇԽʹΑͬͯϊΠζͷ࡟ݮΛߦ͏

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  17. ਖ਼ଇԽ
    • ॏΈ͆ͷ෼෍͕ͳΔ΂͘σϧλؔ਺ʹۙ͘ͳΔΑ͏ͳ੍໿Λͭ
    ͚Δ
    σϧλؔ਺ʹͳΔͱɺ
    X V
    ɺX W
    ͕ڞʹͷ࣌
    ʹɺVW͕ʹ͖ۙͮɺͦ
    ΕҎ֎͸ɺΑ্ͬͯࣜ͸
    θϩʹۙͮ͘
    𝑢 ≠ 𝑣ͷ࣌ʹɺw 𝑢 , 𝑤 𝑣 > 0
    Ͱ͋ΔͱϖφϧςΟͱͳΔ

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  18. ਖ਼ଇԽ
    • ઌఔͷੵ෼͸௚઀ܭࢉͰ͖ͳ͍͕ɺX͸֤ΠϯλʔόϧͰҰఆ
    ஋ʹͳΔͷͰɺҎԼͷΑ͏ʹॻ͖දͤΔ
    • ޯ഑Λܭࢉ͢ΔͱɺਤͷΑ͏ͳํ޲ʹॏΈ͕มԽ͢Δྗ͕ಇ͘

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  19. ࠷దԽ
    • ը૾ͷ෮ݩϩεɺਖ਼ଇԽʹΑͬͯ/F3'.-1Λɺ࠷ޙͷ߲Ͱ
    1SPQ.-1Λֶश
    • Ϟσϧ
    • 1SPQ.-1͸ύϥϝʔλͷӅΕ૚Λ࣋ͭɺϨΠϠʔͷ.-1
    • /F3'.-1͸ύϥϝʔλͷӅΕ૚Λ࣋ͭɺϨΠϠʔͷ.-1
    ը૾ͷ෮ݩϩε ਖ਼ଇԽ߲ 1SPQ.-1ͷֶश

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  20. ࣮ݧ݁Ռ
    • σʔλ
    • ৽͍͠σʔληοτɺͭͷ԰֎ɺͭͷ԰಺
    • ৚݅
    • /F3' NJQ/F3' /F3'ͱൺֱ
    • $0-."1ͰࣗݾҐஔਪఆ
    • ܭࢉ؀ڥ
    • 516WXJUIDPSFT
    • ࢦඪ
    • 14/3 44*. -1*14

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  21. ·ͱΊ
    • NJQ/F3'ͷ՝୊Ͱ͋ͬͨԕํͷྖҬΛਫ਼౓ྑ͘෮ݩ͢Δख๏
    ΛఏҊ
    • 4DFOFBOE3BZ1BSBNFUFSJ[BUJPOʹΑΔԕํ෮ݩߴਫ਼౓Խɺ
    ৠཹʹΑΔߴ଎Խɺਖ਼ଇԽʹΑΔϊΠζআڈΛఏҊ

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