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cvpaper.challenge 10年の軌跡 / cvpaper.challenge a ...

Avatar for gatheluck gatheluck
July 19, 2025
Research
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cvpaper.challenge 10年の軌跡 / cvpaper.challenge a decade-long journey

cvpaper.challenge conference summer (CCCS) 2025「cvpaper.challenge 10年の軌跡」で使用したスライドの配布版です。

Links：
・ResearchPort：https://research-p.com/event/2368

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gatheluck

July 19, 2025
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Transcript

  1. DWQBQFSDIBMMFOHF೥ͷي੻ $$$4VNNFS!5FBN-BC  &YB8J[BSET*OD"*45 :PTIJIJSP'VLVIBSB )1HBUIFMVDLOFU9!HBUIFMVDL

  2. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  DWQBQFSDIBMMFOHF೥ͷي੻ ࣗݾ঺հ෱ݪ٢ത:PTIJIJSP'6,6)"3" ॴଐ • &YB8J[BSET*OD • ٕज़ઓུࣨઌ୺ٕज़։ൃάϧʔϓ •

    $MPVE&OBCMJOH(VJMEϦʔυ • "*45ΫϩεΞϙΠϯτϝϯτϑΣϩʔ • ૣҴాେֶ٬һݚڀһ • DWQBQFSDIBMMFOHF)2-*.*5-BC ԿΛͯ͠Δਓʁ • ڵຯͷத৺͸3PCVTU.-ʢཧ૝͸൓੬ऑͳ.-ʣ • DWQBQFSDIBMMFOHF)2 • "84Y$FSUJGJFE • %FW0QT.-0QT • ݚڀɾ։ൃͷͨΊͷπʔϧ։ൃ • *$$7Ͱ5FDI5SBOTGFSͷͨΊͷج൫σʔλʹ ؔ͢ΔϫʔΫγϣοϓओ࠵ ϲ݄ؒͰ"84ೝఆશࢿ֨ΛίϯϓϦʔτͨ͠࿩ IUUQTOPUFDPNHBUIFMVDLOOBCBBE '06/%8PSLTIPQ!*$$7 ݚڀɾ։ൃ༻ͷϧʔπͷ։ൃ )1HBUIFMVDLOFU 9!HBUIFMVDL

  3. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ࣗݾ঺հ DWQBQFSDIBMMFOHFͱ͸ ೥ͷ௅ઓͷྺ࢙ ͜Ε͔Βͷ௅ઓ ऴΘΓʹ ˞஫ҙɿൃදͷ಺༰͸׬શʹ͸٬؍తͳ΋ͷͰ͸ແ͍Մೳੑ͕͋Γ·͢

  4. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE DWQBQFSDIBMMFOHFͱ͸ 

  5. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ$7෼໺Λத৺ͱ͢ΔݚڀίϛϡχςΟ DWQBQFSDIBMMFOHFͱ͸ʁ DWQBQFSDIBMMFOHFͱ͸ IUUQTYQBQFSDIBMMFOHFPSHDW lίϯϐϡʔλϏδϣϯ෼໺ͷࠓΛө͠ ৽͍͠τϨϯυΛ૑Γग़͢z͜ͱΛ໨తͱͯ͠ $713ͷ׬શಡഁνϟϨϯδࢀՃϝϯόʔ໊ʹΑΓ೥݄ʹ૑ઃ $713ͷ࿦จΛશ෦ಡ΋͏

    ૑ઃ౰࣌ͷ༷ࢠʹؔ͢Δهࣄ )JSPLBUTV,BUBPLB

  6. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ$7෼໺Λத৺ͱ͢ΔݚڀίϛϡχςΟ DWQBQFSDIBMMFOHFͱ͸ʁ DWQBQFSDIBMMFOHFͱ͸ IUUQTYQBQFSDIBMMFOHFPSHDW lίϯϐϡʔλϏδϣϯ෼໺ͷࠓΛө͠ ৽͍͠τϨϯυΛ૑Γग़͢z͜ͱΛ໨తͱͯ͠ $713ͷ׬શಡഁνϟϨϯδࢀՃϝϯόʔ໊ʹΑΓ೥݄ʹ૑ઃ $713ͷ࿦จΛશ෦ಡ΋͏

    ૑ઃ౰࣌ͷ༷ࢠʹؔ͢Δهࣄ )JSPLBUTV,BUBPLB ೥݄Ͱ૑ઃ͔Β೥͕ܦա

  7. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ೥݄Ͱ૑ઃ͔Β೥͕ܦա DWQBQFSDIBMMFOHFͷࠓ DWQBQFSDIBMMFOHFͱ͸ 9ͷϑΥϩϫʔ਺   αʔϕΠTMBDLՃೖऀ਺ 

    

  8. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE DWQBQFSDIBMMFOHFͷࠓ  ɿ೥݄Ͱ૑ઃ͔Β೥͕ܦա DWQBQFSDIBMMFOHFͱ͸ ֶज़తͳ׆ಈ • $713 *$$7 &$$7

    """* *304 *$3"౳ͷUPQUJFSʹ ࿦จ͕࠾୒ • "$$7΍#.7$ͳͲͷࠃࡍձٞͰ"XBSEͷड৆ • .*55FDIOPMPHZ3FWJFXͰݚڀ͕঺հ͞ΕΔ • $713 *$$7ʹ͓͍ͯ8PSLTIPQΛ։࠵ • .*3644**ͱͷاը࿈ܞ • 13.6ϝϯλʔγοϓϓϩάϥϜͱͷ࿈ܞ ίϛϡχςΟ׆ಈ • ໢ཏతαʔϕΠ΍ϝλαʔϕΠͷ࣮ࢪ • ࠃࡍձٞͷ଎ใͷެ։ • DWQBQFSDIBMMFOHFDPOGFSFODF $$$ ͷ։࠵ • ΞυϕϯτΧϨϯμʔاըͷ࣮ࢪ • ݚڀ։ൃͷͨΊͷ0441ZUIPOςϯϓϨʔτͷ։ൃ ࠃࡍ࿈ܞ • 1*΍ݚڀϝϯόʔ͕ւ֎τοϓϥϘʹ௕ظ଺ࡏ • -*.*5-BC-*.*5$PNNVOJUZ૑ઃ ؔ࿈ίϛϡχςΟ • OMQBQFSDIBMMFOHF • SPCPUQBQFSDIBMMFOHF • 5%67JTJPO • 4BU"*DIBMMFOHF • DWQBQFSDIBMMFOHF"-6./*

  9. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE DWQBQFSDIBMMFOHFͷࠓ  ɿ೥݄Ͱ૑ઃ͔Β೥͕ܦա DWQBQFSDIBMMFOHFͱ͸ ֶज़తͳ׆ಈ • $713 *$$7 &$$7

    """* *304 *$3"౳ͷUPQUJFSʹ ࿦จ͕࠾୒ • "$$7΍#.7$ͳͲͷࠃࡍձٞͰ"XBSEͷड৆ • .*55FDIOPMPHZ3FWJFXͰݚڀ͕঺հ͞ΕΔ • $713 *$$7ʹ͓͍ͯ8PSLTIPQΛ։࠵ • .*3644**ͱͷاը࿈ܞ • 13.6ϝϯλʔγοϓϓϩάϥϜͱͷ࿈ܞ ίϛϡχςΟ׆ಈ • ໢ཏతαʔϕΠ΍ϝλαʔϕΠͷ࣮ࢪ • ࠃࡍձٞͷ଎ใͷެ։ • DWQBQFSDIBMMFOHFDPOGFSFODF $$$ ͷ։࠵ • ΞυϕϯτΧϨϯμʔاըͷ࣮ࢪ • ݚڀ։ൃͷͨΊͷ0441ZUIPOςϯϓϨʔτͷ։ൃ ࠃࡍ࿈ܞ • 1*΍ݚڀϝϯόʔ͕ւ֎τοϓϥϘʹ௕ظ଺ࡏ • -*.*5-BC-*.*5$PNNVOJUZ૑ઃ ؔ࿈ίϛϡχςΟ • OMQBQFSDIBMMFOHF • SPCPUQBQFSDIBMMFOHF • 5%67JTJPO • 4BU"*DIBMMFOHF • DWQBQFSDIBMMFOHF"-6./* ݚڀ׆ಈҎ֎ʹ΋༷ʑͳ׆ಈΛܧଓతʹ࣮ࢪ

  10. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE DWQBQFSDIBMMFOHF͕ݚڀ׆ಈҎ֎ʹ΋༷ʑͳ׆ಈΛߦ͏ཧ༝  DWQBQFSDIBMMFOHFͱ͸ ͜ͷॱ൪͕ॏཁ -BSSZ;JUOJDL .4$0$0΍72"ͷڞஶ /BWBM3BWJLBOU "OHFM-JTUͷڞಉ૑ۀऀ 6CFS΍5XJUUFSʹ౤ࢿ

    LOPXJOHXIBUUPEP XIPUPEPXJUI BOEXIFOUPEPJU DWQBQFSDIBMMFOHF͸૑ઃ͔࣌ΒҎԼΛॏࢹɿ  • ஥ؒΛूΊΔ͜ͱ • ࠓղ͘΂͖՝୊ΛҰॹʹߟ͑Δ͜ͱ  ೥ؒͷࢼߦࡨޡͱ௅ઓΛ௨ͯ͠  l஥ؒΛूΊ ࠓऔΓ૊Ή΂͖ॏཁ՝୊Λ Ұॹʹߟ͑ൈ͘࿮૊ΈΛεέʔϧͤ͞Δz  ͜ͱʹ૊৫తʹऔΓ૊ΜͰ͖ͨ  ͦͷ݁Ռͱͯ͠  l৽͍͠τϨϯυΛ૑Γग़͢z  ͜ͱΛ໨ࢦ͖ͯͨ͠ )PXUPFYQMPSFTPNFUIJOHlOFXz TPVSDFIUUQTZPVUVCFE+L4+IYJPF: TPVSDFIUUQTOBWBMNBOBDLTBNB[POBXTDPN&SJD+PSHFOTPO@5IF"MNBOBDLPG/BWBM3BWJLBOU@'JOBMQEG

  11. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE DWQBQFSDIBMMFOHF͕ݚڀ׆ಈҎ֎ʹ΋༷ʑͳ׆ಈΛߦ͏ཧ༝  DWQBQFSDIBMMFOHFͱ͸ ͜ͷॱ൪͕ॏཁ -BSSZ;JUOJDL .4$0$0΍72"ͷڞஶ /BWBM3BWJLBOU "OHFM-JTUͷڞಉ૑ۀऀ 6CFS΍5XJUUFSʹ౤ࢿ

    LOPXJOHXIBUUPEP XIPUPEPXJUI BOEXIFOUPEPJU DWQBQFSDIBMMFOHF͸૑ઃ͔࣌ΒҎԼΛॏࢹɿ  • ஥ؒΛूΊΔ͜ͱ • ࠓղ͘΂͖՝୊ΛҰॹʹߟ͑Δ͜ͱ  ೥ؒͷࢼߦࡨޡͱ௅ઓΛ௨ͯ͠  l஥ؒΛूΊ ࠓऔΓ૊Ή΂͖ॏཁ՝୊Λ Ұॹʹߟ͑ൈ͘࿮૊ΈΛεέʔϧͤ͞Δz  ͜ͱʹ૊৫తʹऔΓ૊ΜͰ͖ͨ  ͦͷ݁Ռͱͯ͠  l৽͍͠τϨϯυΛ૑Γग़͢z  ͜ͱΛ໨ࢦ͖ͯͨ͠ )PXUPFYQMPSFTPNFUIJOHlOFXz TPVSDFIUUQTZPVUVCFE+L4+IYJPF: TPVSDFIUUQTOBWBMNBOBDLTBNB[POBXTDPN&SJD+PSHFOTPO@5IF"MNBOBDLPG/BWBM3BWJLBOU@'JOBMQEG

  12. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ೥ͷ௅ઓͷྺ࢙ 

  13. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ೥ͷपظͰҟͳΔϑΣʔζʹεςοϓΞοϓ ͭͷϑΣʔζ ೥ͷ௅ઓͷྺ࢙

  14. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ೥ͷपظͰҟͳΔϑΣʔζʹεςοϓΞοϓ ͭͷϑΣʔζ ೥ͷ௅ઓͷྺ࢙ ֤ϑΣʔζʹ͓͍ͯҎԼΛ܁Γฦ͍ͯ͠Δɿ  ৽͍͠औΓ૊ΈΛͯ͠ ৽͍͠஥ؒʹग़ձ͏ 

    ৽͍͠஥ؒͱҰॹʹݚڀ͢Δ  ͜Ε·Ͱʹແ͔ͬͨ৽͍͠੒Ռ͕ग़Δ

  15. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿେྔͷ࿦จΛίϛϡχςΟͰಡΜͰݚڀମ੍Λߏங͢Δ ૑ۀظ r ೥ͷ௅ઓͷྺ࢙

  16. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿࠓͷݚڀͷτϨϯυΛ໘Ͱ཈͑ͯ ࣍ʹऔΓ૊Ή΂͖ݚڀ՝୊Λચ͍ग़͢ ׬શಡഁνϟϨϯδ໢ཏతαʔϕΠ ೥ͷ௅ઓͷྺ࢙ $713׬શಡഁͷ݁ՌΛ·ͱΊͨBS9JW࿦จ͸िؒΞΫηεੈքҐ $713ͷ׬શಡഁνϟϨϯδͷ஌ݟ͔Β%FFQ4VSWFZͷ࿮૊ΈΛఏҊ ۙ೥Ͱ͸׬શಡഁ͸--.Λ࢖༻ͨ͠αʔϕΠ΁ͱҠߦ TPVSDFIUUQTBSYJWPSHBCT

  17. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿݱ஍ࢀՃͳΒͰ͸ͷ৘ใΛؚΊͨϨϙʔτ ݱ஍ࢀՃϝϯόʔΛத৺ʹձظதʹ࡞੒ɾެ։  • $713 QBHFT FO KQ

    • &$$7 QBHFT MJOL • $713 QBHFT MJOL • *$$7  QBHFT MJOL • $713 QBHFT MJOL $07*% • $713 QBHFT MJOL • $713 QBHFT MJOL • *$$7  QBHFT MJOL • $713 QBHFT MJOL • &$$7 QBHFT MJOL • $713 QBHFT MJOL ࠃࡍձٞͷ଎ใ ೥ͷ௅ઓͷྺ࢙ JUJTBSFBMMZHPPEPOFBOEBTLJOHJG UIFSFXJMMCFBNFFUJOHBCPVUUIJT 1SPG"MFYFJ"&GSPT  ຊʹഭΔ੎͍ͷ$713ͷ࠾୒࿦จ਺ $713͸೔ӳͷݴޠͰࢿྉΛ࡞੒

  18. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ஥ؒΛूΊͯίϛϡχςΟΛεέʔϧ͢Δ ֦େظ r ೥ͷ௅ઓͷྺ࢙

  19. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE YQBQFSDIBMMFOHF  ɿDWQBQFSDIBMMFOHFͷؔ࿈ɾ೿ੜίϛϡχςΟ ೥ͷ௅ઓͷྺ࢙ • DWQBQFSDIBMMFOHF • OMQBQFSDIBMMFOHF •

    SPCPUQBQFSDIBMMFOHF • 5%67JTJPO • 4BU"*DIBMMFOHF • DWQBQFSDIBMMFOHF"-.6/* • -*.*5$PNNVOJUZ 4BU"*DIBMMFOHF )2ͷ/BLBNVSB͘ΜΛத৺ʹ্ཱ͕ͪͬͨ ϦϞηϯ"*ͷίϛϡχςΟʔ ෳ਺ίϛϡχςΟͷڞಉओ࠵Πϕϯτ΋։࠵ ྫOMQBQFSDIBMMFOHF্ཱ͕͕ͪΔ·ͰͷܦҢ  5SBOTGPSNFS͕ൃද͞ΕΔ &-.P͕ൃද͞ΕΔ  7JTJPO-BOHVBHFͷݚڀʹணख • ࿦จΛೖྗ͢Δͱຕͷཁ໿εϥΠυΛग़ྗ͢Δݚڀ • /-1ʹڧ͍஥ؒΛ୳ͨ͢Ίʹ/-1ͷֶձʹࢀՃ͢Δ͜ͱʹ :"/4ʹࢀՃ • ΍Ή΍Ή͞ΜͱಡഁνϟϨϯδͷ࿩Ͱ੝Γ্͕Δ • ট଴ߨԋऀͱͯ͠ࢀՃ͍ͯͨ͠ڇٱઌੜͱग़ձ͏ • ϝϧΧϦͷ্ా͞Μͱग़ձ͏  ౦๺େֶסݚڀࣨ๚໰  OMQBQFSDIBMMFOHF૑ઃ ΍Ή΍Ή͞Μ

  20. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE ςʔϚߟҊ߹॓ʢϒϨετ߹॓ʣ  ɿ೥຤ͷ"*45ʹ೔ؒധ·ΓࠐΈͰ࣍ͷ೥ͷݚڀςʔϚΛపఈٞ࿦ ೥ͷ௅ઓͷྺ࢙ αϒάϧʔϓΛม͑ͳ͕ΒΠϯϓοτͱΞ΢τϓοτ ΛԿ౓΋܁Γฦ͢͜ͱͰ ΞΠσΞ͕ރΕͨͱ͜Ζ͔Β #SBWF/FXͳΞΠσΞΛߜΓग़͢ ྨࣅྫ9ؗؗ٧ݚڀ

    "*45಺ͷ॓ധࢪઃ ௨শ9ؗ ʹധ·ΓࠐΈͰࠃࡍձٞ౤ߘ ʹ޲͚ͯ௒ूதܕͷݚڀΛ࣮ࢪ • *$.-ʢ"*45ധ ϗςϧധʣ • *$$7ʢ"*45ധʣ ೥຤ͷϒϨετ߹॓Ͱ͸೔ؒͰݸͷΞΠσΞ͕ఏҊ͞Εͨ Ϟχλʔ͚ͩͰ͸ͳ͘ࢲ෺ͷిࢠϨϯδ΍ਬ൧ث΋ൖೖ ؗ٧ݚڀͷهࣄ

  21. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿੈքͰઓ͑Δݚڀ૊৫΁ͱίϛϡχςΟΛస׵͢Δ స׵ظ r ೥ͷ௅ઓͷྺ࢙

  22. $PQZSJHIUDWQBQFSDIBMMFOHF"MM3JHIU3FTFSWFE  ɿ$7෼໺ͷಈ޲ ࠃࡍൃలͳͲʹؔͯٞ͠࿦Λߦ͏γϯϙδ΢Ϝ ຖճςʔϚΛઃఆͯ͠෼໺ΛϦʔυ͍ͯ͠Δݚڀऀͷํʹট଴ߨԋΛґཔ  • $$$44IVOTVLF4"*50 .FUB •

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