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ECCV における超解像論文(3本)
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HyperPigeon
October 20, 2018
Technology
3
1.1k
ECCV における超解像論文(3本)
第49回 コンピュータビジョン勉強会@関東, ECCV2018 読み会の資料になります。
HyperPigeon
October 20, 2018
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Transcript
&$$7ʹ͓͚Δղ૾จ ୈճίϯϐϡʔλϏδϣϯษڧձˏؔ౦ &$$7ಡΈձ ౦ژେֶதࢁӳथݚڀࣨॴଐ . :VEBJ/BHBOP
ࣗݾհ w 5XJUUFS!IZQFS@QJHFPO
ࠓհ͢Δจ w 43'FBU w 3$"/ w &43("/ w ʢຊ͋ͱຊ 84ͷ͕͋Δ͕·ͱΊ͖Εͳ͔ͬͨʜʣ
!3
͡Ίʹ
ղ૾ͱ ͬ͘͟Γ w ը૾ಈըͷղ૾Λ্͛Δ$PNQVUFS7JTJPOͷλεΫ ͷҰछ w ࠓઆ໌͢Δ༰શͯ 4JOHMF*NBHF4VQFS3FTPMVUJPO 4*43 !5
ෆྑઃఆ JMMQPTFEQSPCMFN w ղ૾ͷ߹ɺग़ྗ͕Ұҙʹఆ·Βͳ͍ w .4&."&Ͱ࠷దԽ͢Δͱ΅͚ͨը૾͕ੜ͞Εͯ͠·͏ !6 <-FEJHFUBM >
5IF1FSDFQUJPO%JTUPSUJPO5SBEFP⒎ <:PDIBJFUBM > !7
ϕϯνϚʔΫσʔληοτʢֶश༻ʣ <&JSJLSFUBM > w ,ͷߴը࣭σʔληοτ ղ૾ίϯϖ༻ w 5SBJOຕ5FTUຕ !8
ϕϯνϚʔΫσʔληοτ ʢςετ༻ʣ !9 4FU 4FU 6SCBO #4%
43'FBU4JOHMF*NBHF4VQFS 3FTPMVUJPOXJUI'FBUVSF%JTDSJNJOBUJPO
֓ཁ w 43("/<-FEJHFUBM >ͷڧԽ൛ͦͷ̍ w 1FSDFQUVBMܥ w ओͳಛ̎ͭͷ%JTDSJNJOBUPS !11
ઌߦݚڀ
ઌߦݚڀ1FSDFQUVBM-PTT <+PIOTPOFUBM > w ݩʑ4UZMF5SBOTGFSܥͷจ͔Βߟ͑ΒΕͨͷ w 7((ͷதؒͰը૾ͷಛΛൺֱɺϩεͱ͢Δ w ͜ΕΛͬͯ4VQFS3FTPMVUJPO͢Δͱݟ͕ͨࣗવʹͳΔͷͰසൟʹ༻͞ΕΔ !13
ઌߦݚڀ43("/ <-FEJHFUBM > w 1FSDFQUVBM-PTTʹ("/ͷֶश๏ΛՃ w ("/෦ͷׂ(FOFSBUPS͕ղ૾Λߦ͍ɺ%JTDSJNJOBUPSೖྗ͞Εͨը ૾͕ʮղ૾͞Εͨը૾ʯ͔ʮߴղ૾ͷը૾ʯ͔ผ͢Δ w .4&Ͱ࠷దԽͨ͠4*43ςΫενϟ͕΅͚Δ͕ɺ43("/ʹΑͬͯग़ྗ͢Δ
ը૾ςΫενϟ͕͖ͬΓ͓ͯ͠ΓɺϦΞϧͰ͋Δͱ͍͏ͷ͕ஶऀͷओு w 14/344*.ͳͲͰܭଌͰ͖ͳ͍ͷͰɺਓؒͷධՁ .04UFTUJOH Λ༻͠ɺ ैདྷख๏Λ্ճΔ͜ͱΛࣔͨ͠ !14
ఏҊख๏
ఏҊख๏ w 7((ͷಛϚοϓ͔Β43)3Λผ͢Δ %JTDSJNJOBUPSʹΑΔGFBUVSF("/-PTTFTΛՃ w (FOFSBUPSʹதؒಛΛ׆͔͢MPOHSBOHFTLJQ DPOOFDUJPOΛಋೖ͠ɺੑೳ্ !16
ఏҊख๏ 'FBUVSF("/-PTT !17 QFSDFQUVBMMPTT *NBHF("/MPTT 'FBUVSF("/MPTT
ఏҊख๏ 'FBUVSF("/-PTT !18 QFSDFQUVBMMPTT *NBHF("/MPTT 'FBUVSF("/MPTT 8 )
$ԣ ॎ νϟϯωϧ ЇN ɾ 7((ͷதؒͷग़ྗ ॴN൪ͷQPPMJOHͷલ *Hղ૾͞Εͨը૾ɻ*Iຊͷը૾ɻ EG ɾ GFBUSVFEJTDSJNJOBUPSͷग़ྗ EJ ɾ JNBHFEJTDSJNJOBUPSͷग़ྗ -JEJNBHFEJTDSJNJOBUPSʹ͔͔Δϩε -GEGFBUVSFEJTDSJNJOBUPSʹ͔͔Δϩε -GBHFOFSBUPSʹ͔͔Δϩε
ఏҊख๏ 'FBUVSF("/-PTT !19 QFSDFQUVBMMPTT *NBHF("/MPTT 'FBUVSF("/MPTT ΦϦδφϧͷ43("/ͷϩεͷΈ߹Θͤ 43("/ͱಉ͡
%JTDSJNJOBUPS
ఏҊख๏ 'FBUVSF("/-PTT !20 QFSDFQUVBMMPTT *NBHF("/MPTT 'FBUVSF("/MPTT ΦϦδφϧͷ43("/ͷϩεͷΈ߹Θͤ 43'FBUͷϩεͷΈ߹Θͤ
43("/ͱಉ͡ %JTDSJNJOBUPS
ఏҊख๏ 'FBUVSF("/-PTT !21 QFSDFQUVBMMPTT *NBHF("/MPTT 'FBUVSF("/MPTT ΦϦδφϧͷ43("/ͷϩεͷΈ߹Θͤ 43'FBUͷϩεͷΈ߹Θͤ
ୈೋͷ %JTDSJNJOBUPS 43("/ͱಉ͡ %JTDSJNJOBUPS
ఏҊख๏ 'FBUVSF("/-PTT !22 w %JTDSJNJOBUPS43("/ͰΘΕ͍ͯΔͷͱಉ͡ ͷΛ༻ w ͜ΕΛ̎ͭ༻ҙ͠ɺJNBHFEJTDSJNJOBUPSͱGFBUVSF
EJTDSJNJOBUPSͱ͢Δ
ఏҊख๏ MPOHSBOHFTLJQDPOOFDUJPO !23 43("/ (FOFSBUPS 43'FBU (FOFSBUPS
ఏҊख๏ MPOHSBOHFTLJQDPOOFDUJPO !24 43("/ (FOFSBUPS 43'FBU (FOFSBUPS ͜Ε
ఏҊख๏ MPOHSBOHFTLJQDPOOFDUJPO !25 43'FBU (FOFSBUPS w Y$POWʹΑͬͯग़ྗͷӨڹΛௐͰ͖Δ 4FD
w #BDLQSPQBHBUJPOʹΑΔޯ͕ಧ͖͘͢ͳΔ 4FD
࣮ݧ
ֶशํ๏ w ֶशೋஈ֊ 4FDʹશͯॻ͍ͯ͋Δ w (FOFSBUPSΛ*NBHF/FUͷҰ෦Ͱ1SFUSBJO͠ɺ.4& ͷ࠷খԽΛߦ͏ w ̎ͭͷ%JTDSJNJOBUPSͱQFSDFQUVBMMPTTΛՃ͑ɺ
(FOFSBUPSͷҎԼͷMPTTΛ࠷খԽ ЕFΛ༻ !27
σʔληοτʢֶश༻ʣ w (FOFSBUPS 1SFUSBJO *NBHF/FU w (FO%JT%*7, ຕ ը࣭, ଞख๏ͱͷൺֱʹ༻
w 7((*NBHF/FU !28
ධՁࢦඪ w 14/3 w 44*. w 0CKFDU3FDPHOJUJPO1FSGPSNBODF 4FD w
࣍ͷεϥΠυͰઆ໌ !29
0CKFDU3FDPHOJUJPO1FSGPSNBODF w *-473$ͰΘΕͨը૾Λॖখ YˠY ͠ɺͦΕΛղ૾ YˠY ͢Δɻͦͷը૾Λೝ ࣝثʹ௨ͨ͠ͱ͖ͷਖ਼͕είΞʹͳΔ w
3FT/FUʹΑΔ*NBHF/FUͷ1SFUSBJOFEϞσϧΛར༻ $B⒎FʹΑΔެࣜϞσϧ w ධՁʹ༻͢Δͷ*-473$ͷ7BMJEBUJPOηοτʹ ؚ·ΕΔಛఆͷը૾ຕ ઌ಄͔Βॱʹऔಘ͢ΔΒ͍͠ !30
݁Ռ
݁Ռɿ14/344*.ൺֱ w ςετηοτͷΈ߹Θͤ43("/ͱಉ͡ w 43'FBU.(FOFSBUPSͷϑΟϧλνϟϯωϧ͕ w 43'FBU. !32
0CKFDU3FDPHOJUJPO1FSGPSNBODF w #BTFMJOF ը૾Λͦͷ··ೖΕͨ߹ ʹ͍͍ۙͮͯΔ !33
"CMBUJPO4UVEZ w 43'FBU.ϑϧϞσϧ νϟϯωϧ w XP$POWY$POWൈ͖ w XP4LJQMPOHSBOHFTLJQDPOOFDUJPOൈ͖ w
43'FBU.ϑϧϞσϧ νϟϯωϧ !34
"CMBUJPO4UVEZ w 43'FBU.ϑϧϞσϧ νϟϯωϧ w XP$POWY$POWൈ͖ w XP4LJQMPOHSBOHFTLJQDPOOFDUJPOൈ͖ w
43'FBU.ϑϧϞσϧ νϟϯωϧ !35 ΄ͱΜͲ ϑϧϞσϧͱ ಉ͡Ͱʁ
"CMBUJPO4UVEZ w ֤MPTTʹΑΔग़ྗͷมԽɻ w 43'FBU*'͔ͳΓΤοδ͕ޮ͍͍ͯΔ !36
43'FBU·ͱΊ w Ϟσϧͷվྑ MPOHSBOHFTLJQDPOOFDUJPO Λߦ͍ (FOFSBUPSͷੑೳΛվળ w 'FBUVSFEJTDSJNJOBUPSΛಋೖ͢Δ͜ͱͰɺग़ྗͷݟͨ Λվળ !37
*NBHF4VQFS3FTPMVUJPO6TJOH 7FSZ%FFQ3FTJEVBM$IBOOFM "UUFOUJPO/FUXPSLT 3$"/
֓ཁ w 14/3ࢦͷղ૾Ϟσϧ w 3FTJEVBM$IBOOFM"UUFOUJPO/FUXPSL 3$"/ ΛఏҊ !39
ఏҊख๏
ఏҊख๏ w 3FTJEVBM$IBOOFM"UUFOUJPO/FUXPSLͷߏ w 3FTJEVBMJO3FTJEVBM 3*3 TUSVDUVSF w
$IBOOFM"UUFOUJPO $" NFDIBOJTNΛಋೖ !41
ఏҊख๏ 3FTJEVBMJO3FTJEVBMTUSVDUVSF w 4IPSUTLJQDPOOFDUJPO 44$ ͱ -POHTLJQDPOOFDUJPO -4$
͔ΒͳΔSFTJEVBMߏ w 43'FBUͱͭͳ͗ํ͕ҟͳΓɺ·ͨY$POW͕ͳ͍ !42
ఏҊख๏ 3FTJEVBMJO3FTJEVBMTUSVDUVSF w ͜ͷߏʹΑͬͯɺΑΓ%FFQͳߏΛֶशՄೳ w 3*3ʹΑΓɺΑΓ͍ड༰Λ֫ಘ ίϯςΩετͷ׆༻ !43
ఏҊख๏ 3FTJEVBM$IBOOFM"UUFOUJPO#MPDL 3$"# w 3$"#ΛೖΕͯੑೳΛ্͛ͨ w 4&/FU<)VFUBM >ͱͷҧ͍͕Θ͔Βͳ͍ʜ
w $IBOOFMBUUFOUJPOͷ෦͕ͳཱͥମతͳͷ͔Θ͔Βͳ͍ w νϟϯωϧΛνϟϯωϧ·Ͱѹॖ SBUJP ݁ߏڧΊʹ͔͚͍ͯΔʁ !44
࣮ݧ
ֶशํ๏σʔληοτ w γϯϓϧʹ-MPTTͷ࠷খԽΛߦ͏ w σʔληοτ%*7, !46
݁Ռ
14/344*. !48 3$"/ఏҊख๏ 3$"/ TFMGFOTFNCMFʹΑΔ݁Ռ
"CMBUJPO4UVEZ w -4$͋Γͳ͠ 44$͋Γͳ͠ $"͋Γͳ͠Ͱൺֱ w શͯΛೖΕͨ߹͕Ұ൪݁Ռ͕Α͍ w $IBOOFM"UUFOUJPOʹΑΔԸܙ͕গͳ͍ؾ͢Δ !49
0CKFDU3FDPHOJUJPO1FSGPSNBODF !50
0CKFDU3FDPHOJUJPO1FSGPSNBODF !51 43'FBU 3$"/
0CKFDU3FDPHOJUJPO1FSGPSNBODF !52 43'FBU 3$"/ w 3$"/ΑΓ43'FBU͕େ෯ʹ্ճ͍ͬͯΔ ͪΐͬͱ্ճΓ͍͗ͯ͢Δؾ͢Δ ϕʔεϥΠϯ͕ζϨ͍ͯΔͷ͕ͱͯؾʹͳΔʜ
ग़ྗൺֱɿY !53
ग़ྗൺֱɿY !54
ग़ྗൺֱɿY #MVS !55
3$"/·ͱΊ w 3*3ͱ$"Λར༻ͨ͠3$"/ΛఏҊ w 14/3ࢦͷ࠷దԽΛߦ͍14/344*.ͷείΞվળ w 0CKFDU3FDPHOJUJPO1FSGPSNBODF43'FBUʹྼ͍ͬͯ Δ͕ɺଞΑΓ্ !56
&43("/&OIBODFE 4VQFS3FTPMVUJPO(FOFSBUJWF "EWFSTBSJBM/FUXPSLT
֓ཁ w 43("/ڧԽจͦͷ̎ɻ1FSDFQUVBMدΓ w ஶऀʹ43$//ͷϑΝʔετΦʔαʔ͕ೖ͍ͬͯΔ w &$$7XPSLTIPQͷ1*3.$IBMMFOHFʹͯ QFSDFQUVBMRVBMJUZ̍ҐͷϞσϧɻ-FTTEJTUPSUJPOͷੑೳߴ͍ w ͓͢͢Ίจ
!58
ఏҊख๏
ఏҊख๏ w جຊ43("/ͷϞσϧֶश๏Λ༻ w #BUDI/PSNBMJ[BUJPO<*P⒎FBOE4[FHFEZ >Λআ֎ w 3FTJEVBMJO3FTJEVBM%FOTF#MPDL
33%# ΛఏҊ͠ɺ (FOFSBUPSʹಋೖ w %JTDSJNJOBUPSͷϩεΛ3B("/<"MFYJB >ͷͷʹมߋ w 1FSDFQUVBMMPTT<+PIOTPOFUBM >ͷͱΓํΛมߋ w ΄͔ɺ༷ʑͳςΫχοΫΛ༻͠1FSDFQUVBM2VBMJUZΛ্ͤͨ͞ !60
ఏҊख๏ #BUDI/PSNBMJ[BUJPOΛআ֎ w ཧ༝ɿ5SBJOͱ5FTUͷฏۉࢄͷ౷ܭతͳҧ͍ʹΑͬͯ ΞʔςΟϑΝΫτ #/BSUJGBDUT ͕ൃੜ͢Δ 4FD
w ݁ՌɿύϑΥʔϚϯε͕Լͤͣʹੑೳ͕গ͠վળɻ·ͨɺ ΞʔςΟϑΝΫτͷൃੜΛࢭͰ͖ͨ 4FD !61 #/ʹΑͬͯൃੜ͢ΔΞʔςΟϑΝΫτ
ఏҊख๏ 3FTJEVBMJO3FTJEVBM%FOTF#MPDL 33%# w ֶश҆ఆԽͷͨΊεέʔϦϯάύϥϝʔλЌ ͷಋೖ 4VQ
w ΑΓ͍ίϯςΩετ͕र͑ΔͷͰɺηϚϯςΟοΫͳใΛѻ͍͘͢ ͳΔ 4FD w ˢͷ%FOTF#MPDLΛܭݸ༻ɻ3FTJEVBM#MPDLYͱൺֱ͢Δͱ 14/3ͷ৳ͼ͕େ͖͍ 4VQpHVSF !62
ఏҊख๏ 3B("/ͷಋೖ w ී௨ͷ("/ͷϩεGBLFʹΑͬͯ%JTDSJNJOBUPSΛὃ ͤͳ͔ͬͨͱ͖ͷΈ(FOFSBUPSʹϩε͕͔͔Δ Ұํɺ3B("/ͷϩεSFBMͱGBLF྆ํͰޯ͕͔͔Δ 4FD
w ݁ՌతʹΤοδ͕៉ྷʹɺࡉ͔͍ςΫενϟ͕ग़ΔΑ͏ʹ ͳΔ 4FD !63
ఏҊख๏ 1FSDFQUVBMMPTTͷͱΓํΛมߋ w ैདྷɿैདྷ7((ͷதؒͷ3F-6ޙͷग़ྗΛൺֱ͍ͯͨ͠ w ఏҊɿ3F-6લʹมߋ w ཧ༝ɿ3F-6Λ௨͢ͱใ͕མͪΔ͔Β
4FD w ݁Ռɿ໌্͕͕ΓɺώετάϥϜ͕(5ʹۙͮ͘ 4FD !64
ͦͷଞͷςΫχοΫ w ΦϦδφϧ43("/ͷ.4&࠷খԽͷ෦͕."&ʹஔ͖Θ͍ͬͯΔ ࣜ w .BUFSJBM3FDPHOJUJPOͰ܇࿅ͨ͠7((Λ༻ 4FD w
σʔλ֦ுɿࠨӈస ճస 4FD w 4NBMMFS*OJUJBMJ[BUJPOΛఏҊɻ.43" )FJOJUJBMJ[FS ʹର͠ഒͷεέʔϦϯ άΛ͠ɺ#/Λൈ͍ͨ͜ͱʹΑΔෆ҆ఆ͞Λղফ 4VQ w ϕϯνϚʔΫతσʔληοτ%*7, ຕ ʹՃ͑ɺΑΓσʔλͷଟ͍ 'MJDLFS, %', ຕ Ͱֶश͢Δ͜ͱͰੑೳ্͕͕Δ͜ͱΛ֬ೝ 4VQ ɻͪͳΈʹ*NBHF/FUͰੑೳ͕མͪΔ w ֶशը૾ͷύοναΠζ͕େ͖͍΄Ͳਂ͍ωοτϫʔΫʹ͓͍ͯੑೳ্͕͕Δ͜ͱ Λ֬ೝ 4VQ ɻϦιʔεͱͷτϨʔυΦϑʹͳΔɻ14/3ࢦͰYɺ 1FSDFQUVBMࢦͰYͰֶशͨ͠ !65
࣮ݧ
ֶशํ๏ w ֶशೋஈ֊ 4FDʹશͯॻ͍ͯ͋Δ w 14/3ࢦɿ(FOFSBUPSͷ-MPTTΛ࠷খԽ͠ɺ 1SFUSBJOΛߦ͏ w 1FSDFQUVBMࢦɿͰֶशͨ͠(FOFSBUPSΛϕʔε
ʹ("/MPTT 1FSDFQUVBMMPTTΛՃ͑ͨ ࣜ Λ࠷খ Խ͢ΔɻЕ БϋΠύϥ ЕF БFΛ༻ !67
σʔληοτʢֶश༻ʣ w (FO%JTɿ w %*7, ຕ ը࣭, ଞख๏ͱͷൺֱʹ༻ w
'MJDLFS, %', ຕ ը࣭, Ճ࣮ݧͰ༻ w 0VUEPPS4DFOF5SBJOJOH 045 ຕ Ճ࣮ݧͰ༻ w *NBHF/FUͷҰ෦Ϋϥε͔Βղ૾Λআ֎ͨ͠ը૾ηοτ w *NBHF/FU Ճ࣮ݧͰ༻ w 7((ɿ w .BUFSJBMTJO$POUFYU%BUBCBTF .*/$ ςΫενϟͷ࠶ݱྗΛߴΊΔͨΊʹ1SFUSBJOͰ༻ !68
ධՁࢦඪ w 14/3 w 44*. w 1FSDFQUVBM*OEFY 1* ͍΄͏͕͍͍
w .B`TTDPSF<.BFUBM >ͱ/*2&<.JUUBMFUBM > Λ༻ !69
݁Ռ
14/3ࢦ 14/344*. w 14/3ͱ44*.3$"/ΑΓඍົʹྼ͍ͬͯΔ͕ɺ΄ ΅ᷮࠩɻ3$"/Ҏ֎Λେ͖͘͢ w ·ͨɺσʔλΛ૿͢ͱେ͖͘ੑೳ্͕͢Δ !71
ग़ྗɿ1FSDFQUVBMࢦ !72
ग़ྗɿ1FSDFQUVBMࢦ !73
ग़ྗɿ1FSDFQUVBMࢦ !74
ग़ྗɿ1FSDFQUVBMࢦ !75
1FSDFQUVBMࢦ·ͱΊ !76 w &43("/͕ѹతʹΑ͍ʢΑ͏ʹݟ͑Δʣ w Τοδ͕͖ͬΓ͓ͯ͠Γɺ ैདྷͷ43("/ͱൺΔͱΞʔςΟϑΝΫτ͕΄ͱΜͲͳ͍
"CMBUJPO4UVEZ !77
/FUXPSL*OUFSQPMBUJPO w -FTTEJTUPSUJPOͳϞσϧͱ1FSDFQUVBMͳϞσϧͷ*OUFSQPMBUJPO w ωοτϫʔΫͷશύϥϝʔλВΛ*OUFSQPMBUJPO͢Δ Ћ㱨< > 4FD
w ग़ྗը૾ΛQJYFMXJTFͰ*OUFSQPMBUJPO͢ΔΑΓݟ͕ͨྑ͍ 4FD !78
&43("/·ͱΊ w Ϟσϧʹվྑɺσʔλͷมߋɺֶश๏ͷͳͲΛߦ͍ɺ ഒͷղ૾ʹߩݙɺ1*3.ͷ1FSDFQUVBM෦Ͱ ༏উͨ͠ w ύϥϝʔλʹΑΔ*OUFSQPSBUJPOʹΑΔग़ྗͷબ͕Ͱ ͖Δ͜ͱΛࣔͨ͠ w ਂ͍ωοτϫʔΫ΄Ͳେ͖͍ύονʹΑΔੑೳ্͕ظ
Ͱ͖Δɻ·ͨɺߴղ૾σʔλΛ૿͢͜ͱͰੑೳ͕ ্͕ΔͳͲͷݟΛͨ͠ !79
14/344*.·ͱΊ !80 14/344*. 4FU 4FU #4% 43'FBU
3$"/ &43("/
·ͱΊ w 43'FBU3$"/&43("/Λղઆͨ͠ w 43("/ͷ༩͑ͨӨڹඇৗʹେ͖͍ w ("/4FHNFOUBUJPO3FDPHOJUJPOͳͲ͕ൃల͢Δͱͩ ͍͍ͨԸܙΛड͚ΒΕΔɻੑೳ͑͞ग़Εจॻ͖์ʁ !81