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First Authorに俺はなるっ!! IROS’23 CCC2023 FY

First Authorに俺はなるっ!! IROS’23 CCC2023 FY

cvpaper.challenge Conference winter 2023FY
16:40 - 17:00 タイトル:「First Authorに俺はなるっ!! IROS’23」で講演した内容になります
URL
1. our paper : https://arxiv.org/abs/2312.10737
2. note : https://note.com/shotanishiyama/n/n352f59a61434
3. cvpaper.challenge recruit: https://xpaperchallenge.org/cv/recruit/
4. Ascender: https://github.com/cvpaperchallenge/Ascender

Shota Nishiyama

January 23, 2024
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  1. ࣗݾ঺հ w גࣜձࣾ;0;0 ػցֶशΤϯδχΞ  w ࠷ۙͷڵຯ w 3FTFBSDIɿ$7 /-1

    "4%ʢҟৗԻݕ஌ʣ w %FWFMPQNFOUɿυϝΠϯۦಈઃܭ w ࢿྉ͸ެ։ࡁΈ w ຊߨԋΛݟͳ͕Βɾޙ΄Ͳ֬ೝ༻Ͱ͢ ˞ຊൃද͸म࢜՝ఔ࣌ͷݚڀ੒ՌͰ͋Γגࣜձࣾ;0;0ͷऔΓ૊ΈͰ͸͋Γ·ͤΜ !&OVUPFTV 4IPUB/JTIJZBNB
  2. 75*%# *ODJEFOU5BSHFUT$BS $POUBDU-FWFM5PVDI &OWJSPONFOU.BKPSSPBE %FSJWBUJPO0CKFDU.Z$BSWT"OPUIFS 1SFEJDUBCJMJUZ/PU1SFEJDUBCMF 3FBDUJPO"WPJEBODF4UBUF 4VEEFO4UPQ5JNF/JHIU5 SB⒏D-BOF3JHIUIBOEUSB⒏D 8FBUIFS4VOOZ$MPVEZ

    *OUFSOFU $PMMFDUFEWJEFPT "OOPUBUFE7JEFPT -BCFMT 1SPQPTFE%BUBTFU  WJEFPT 5SB⒏D*ODJEFOU%BUBCBTFXJUI.VMUJQMF-BCFMT*ODMVEJOH7BSJPVT1FSTQFDUJWF&OWJSPONFOUBM*OGPSNBUJPO ৄࡉ͸BS9JWʹͯ͝ཡ͍ͩ͘͞ 5SB⒏DBDDJEFOUSFDPHOJUJPOɿJOQVU͸USB⒏DWFJEFPT PVUQVU͸QPTJUJWFOFHBUJWFͳͲ طଘͷσʔληοτϏσΦ਺ɾࣄނঢ়گͷϥϕϧ͕ෆ଍ ݁Ռަ௨ࣄނೝࣝɾަ௨ࣄނఔ౓༧ଌͷਫ਼౓޲্ 4IPUB/JTIJZBNB 5BLVNB4BJUP 3ZP/BLBNVSB (P0IUBOJ )JSPLBUTV,BUBPLB ,FOTIP)BSB
  3. *304`3FKFDUཧ༝ ൺֱ͕ऑ͍ w ಛʹ3FMBUFE8PSL w αʔϕΠ͕ѹ౗తʹ଍Γͳ͍ ༗ޮੑͷڧௐ w ߟ࡯͕ബ͍ ࿦จͷߏ੒

    w &YQFSJNFOUTͱ%JTTDVTTJPO͕Ұॹ w ओு͕ෆ໌ ӳ࿦ࣥචྗ w ΄ͱΜͲݪ͞ΜยԬ͞Μதଜ͞Μʹमਖ਼͞ΕΔ
  4. *304`3FKFDUཧ༝ ൺֱ͕ऑ͍ w ಛʹ3FMBUFE8PSL w αʔϕΠ͕ѹ౗తʹ଍Γͳ͍ ༗ޮੑͷڧௐ w ߟ࡯͕ബ͍ ࿦จͷߏ੒

    w &YQFSJNFOUTͱ%JTTDVTTJPO͕Ұॹ w ओு͕ෆ໌ ӳ࿦ࣥචྗ w ΄ͱΜͲݪ͞ΜยԬ͞Μதଜ͞Μʹमਖ਼͞ΕΔ
  5. ൺֱ͕ऑ͍*304` ಋೖ෦෼ ൺֱର৅͕ෆ໌ σʔληοτͷઆ໌ͷΈ ٞ࿦ͨ͠಺༰͕ܽଛ͍ͯ͠Δ ڧΈͷݴٴ͕ऑ͍ ෆ਌੾ લड़ͷઆ໌ͱද͔Β࡯ͯ͠ൺֱͤ͞Δ ૯ͯ͡ *304`ͷؔ࿈ݚڀ

    w จষ͕௕͗͢ΔͨΊಡΈͮΒ͍ w ൺֱର৅ͷઆ໌ͷΈ͕ଟ͍ w զʑͷσʔληοτͱൺֱ͕͞Ε͍ͯͳ͍ w αʔϕΠ͕ѹ౗తʹෆ଍ w Ұ൪ॏཁͳຊݚڀͷཱͪҐஔ͕ඍົ ͭͷσʔληοτʹରͯ͠આ໌͕௕͍ ҟৗݕग़ͷ࿩͕ग़ͯ͘Δ આ໌͕ଟ͘ൺֱ͕গͳ͍ͨΊ
  6. ൺֱͷऑ͞վળ*304` ಋೖ෦෼ طଘͷσʔληοτΛ၆ᛌతʹड़΂Δ ၆ᛌతʹݟͨσʔληοτͷ 1SPT$POTΛड़΂Δ σʔληοτͷλΠϓʹΑͬͯ ࣮ݱͰ͖ͳ͍͜ͱΛ࿦ཧతɾ۩ମతʹड़΂Δ σʔλྔ͕গͳ͍͜ͱΛࣔࠦ ͦΕʹରॲͨ͠ݚڀʹ͍ͭͯݴٴ ओཁͳൺֱର৅ͷ՝୊Λड़΂Δ

    σʔληοτͷઆ໌ͱ໰୊Λड़΂Δ զʑͱൺֱͯ͠ඍົʹ༻్͕ҟͳΔ ͜Ε·Ͱͷ෬ઢΛճऩ͢Δ ൺֱͷ݁ՌզʑͷఏҊ͢ΔՁ஋ɾࠩҟΛड़΂Δ ൺֱͯ͠େ͖͍σʔληοτͱओு͢Δࠜڌ͕໌֬ ղ͘λεΫΛେ͖ͳ࿮૊ΈͰઆ໌ ೝࣝͱ͍͏఺Ͱ͸ߦಈೝࣝ ߦಈೝࣝͰ؀ڥ৘ใΛ෇༩ͨ͠σʔληοτ͕༗༻ ߩݙɾ৽نੑ " #ͷηΫγϣϯͷ෬ઢճऩ ߩݙͷՁ஋ͱ৽نੑΛड़΂Δ *304`ͷؔ࿈ݚڀ
  7. *304`3FKFDUཧ༝ ൺֱ͕ऑ͍ w ಛʹ3FMBUFE8PSL w αʔϕΠ͕ѹ౗తʹ଍Γͳ͍ ༗ޮੑͷڧௐ w ߟ࡯͕ബ͍ ࿦จͷߏ੒

    w &YQFSJNFOUTͱ%JTTDVTTJPO͕Ұॹ w ओு͕ෆ໌ ӳ࿦ࣥචྗ w ΄ͱΜͲݪ͞ΜยԬ͞Μதଜ͞Μʹमਖ਼͞ΕΔ
  8. ߟ࡯*304` ࿦͍ͨ͡ࣄ࣮ͷ໌ࣔ ༗ޮੑͱࠜڌ &YQFSJNFOUTΛൺֱͯ͠ ͲͷΑ͏ͳཁҼʹΑͬͯ ༗ޮੑ͕ओுͰ͖Δ͔Λड़΂͍ͯΔ ࿦͍ͨ͡ࣄ࣮ͷ໌ࣔ QPTJUJWFཁҼ OFHBUJWFཁҼ OFHBUJWFͳݪҼ

    ࠓޙͷਫ਼౓޲্ͱະରԠՕॴ զʑͷσʔληοτΛ༻͍ͯ ϕϯνϚʔΫΑΓਫ਼౓޲্ͷݟࠐΊΔ Մೳੑͷ͋Δख๏ ະରԠཧ༝ *304`ͷ%JTDVTTJPO
  9. *304`3FKFDUཧ༝ ൺֱ͕ऑ͍ w ಛʹ3FMBUFE8PSL w αʔϕΠ͕ѹ౗తʹ଍Γͳ͍ ༗ޮੑͷڧௐ w ߟ࡯͕ബ͍ ࿦จͷߏ੒

    w &YQFSJNFOUTͱ%JTTDVTTJPO͕Ұॹ w ओு͕ෆ໌ ӳ࿦ࣥචྗ w ΄ͱΜͲݪ͞ΜยԬ͞Μதଜ͞Μʹमਖ਼͞ΕΔ
  10. *304`3FKFDUཧ༝ ൺֱ͕ऑ͍ w ಛʹ3FMBUFE8PSL w αʔϕΠ͕ѹ౗తʹ଍Γͳ͍ ༗ޮੑͷڧௐ w ߟ࡯͕ബ͍ ࿦จͷߏ੒

    w &YQFSJNFOUTͱ%JTTDVTTJPO͕Ұॹ w ओு͕ෆ໌ ӳ࿦ࣥචྗ w ΄ͱΜͲݪ͞ΜยԬ͞Μதଜ͞Μʹमਖ਼͞ΕΔ ࢦఠ ݪ͞Μʮ͜ͷจষͲ͏͍͏ҙຯͰ͔͢ʁʯ ࢦఠ ݪ͞Μʮݴ͍ճ͠͸ͬͪ͜ͷํ͕ྑ͍Ͱ͢ʯ ӳޠֶश͸͕ͨͦ͜͠·ͰมΘΒͳ͔ͬͨ *304`ɿࢦఠଟ਺ɼ*304`ɿࢦఠ૿
  11. ࢼߦࡨޡ w લఏ৚݅ w म࢜ͷ೥ؒυϝΠϯͷҧ͏ݚڀ͕ͭৗʹฒߦ͍ͯͨ͠ʢશͯϦϞʔτʣ w म࢜ʢ"OPNBMPVT4PVOE%FUFDUJPOʣ w DWQBQFSDIBMMFOHFʢ7JEFP3FDPHOJUJPOʣ w

    όΠτʢ/FVSPTDJFODFʣ w ʢաڈͷࣗ෼ͱൺֱ͢Δͱʣ๩͍͠ w ݁Ռ w *304`࣌ . ͸ཱࣦ྆ഊ w *304`࣌ . ͸ཱ྆੒ޭ
  12. *304΁εϙοτΛ౰ͯͨ࣌ܥྻ Πϕϯτ ࣌ؒ DWQBQFSDIBMMFOHF  *304` ೔ຊޠʒ  *304` ӳޠʒ

     *304` ʒ Πϕϯτ ࣌ؒ ͦΕҎ֎ ݚڀձ ݪߘʒ  ݚڀձ  ˞ԣ࣠ͷִؒ͸ਖ਼֬Ͱ͸͋Γ·ͤΜ  JOUFSO ࢝ JOUFSO ऴ   JOUFSO ࢝ JOUFSO ऴ  म࿦ தؒൃදʒ   தؒൃද  म࿦ ֓ཁʒ  ݚڀձ ࿦จʒ  म࿦ ൃදձ  ݚڀձ *304` ӳޠʒ   *304` ӳޠʒ
  13. *304`౤ߘ w ໾ׂ w ࣮૷ w %3FT/FUΛϚϧνϥϕϧԽ w ֶशɾਪ࿦ίʔυ w

    σʔληοτपΓ w ͦͷଞ࣮ߦ؀ڥ w ࿦จࣥච w .FUIPE &YQFSJNFOUT $PODMVTJPO ࣮૷ ࣥච
  14. *304`౤ߘ࣌ ͳཱ͕ࣦͥ྆ഊ͔ͨ͠ʁ  ฒྻλεΫʹ׳Ε͍ͯͳ͔ͬͨ  ฦ৴଎౓Λॏཁࢹ͍ͯ͠ͳ͔ͬͨ  ࣮૷ํ๏͕؁͔ͬͨ  ܭࢉࢿݯͷ༗ޮ׆༻

     ಉظίϛϡχέʔγϣϯ͕ଟ͔ͬͨ  *304` ೔ຊޠʒ  *304` ӳޠʒ  *304` ʒ ͦΕҎ֎ ݚڀձ ݪߘʒ  ݚڀձ   JOUFSO ࢝ JOUFSO ऴ   JOUFSO ࢝ JOUFSO ऴ  ϧʔϧͷൺֱʢৄࡉ͸OPUFʣ DWQBQFSDIBMMFOHF
  15. *304`౤ߘ w ໾ׂ w ࣮૷ w ࠶ݱ࣮ݧɾ௥࣮ݧͷ࣮૷ w શͯͷίʔυͷϦϑΝΫλϦϯά w

    ઃܭมߋʢ"TDFOEFSʣ w *TTVFυϦϒϯͳ։ൃɾमਖ਼ w ධՁࢦඪͷ࣮૷ w ࿦จࣥච w ࠶౓αʔϕΠ w શͯͷηΫγϣϯ ࣮૷ ࣥච
  16. *304`౤ߘ࣌ म࿦ தؒൃදʒ   தؒൃද  म࿦ ֓ཁʒ 

    ݚڀձ ࿦จʒ  म࿦ ൃදձ  ݚڀձ *304` ӳޠʒ   *304` ӳޠʒ ͳ্ཱ͕ͥ྆ख͍ͬͨ͘ͷ͔ʁ ࡞ۀ࣌ؒ؅ཧͷపఈ ܭࢉ࣌ؒͷ༗ޮ׆༻ ࣮૷ɾ࣮ݧͷ؅ཧ 4MBDL͸ͳΔ΂͘ૣ͘ฦ͢ ඇಉظͷίϛϡχέʔγϣϯΛ૿΍͢ ϛʔςΟϯάͷલʹ෼ఔ౓ࢿྉΛ੔ཧ͢Δ ʮ෼͔Βͳ͍ʯͱݴ͏ ৺ͷέΞ ϧʔϧͷൺֱʢৄࡉ͸OPUFʣ DWQBQFSDIBMMFOHF ͦΕҎ֎
  17. ̔ϧʔϧʢαΠΫϧʹ৐ͬͨޙʣ ந৅౓ͷߴ͍λεΫ ϛʔςΟϯάલͷࢿྉ֬ೝ ˞ࢿྉ࡞੒͸݁Ռ͕ग़ͨΒ͙͢ॻ͘ ཧ༝ɿղ૾౓͕ߴ͍๨ΕͬΆ͍ͷͰ ࿦จͷ࿮૊Έ΍ɾ࣮૷ͷઃܭ όοϑΝ͸औ͓ͬͯ͘ ˞༏ઌ౓ʹΑͬͯ͸ݚڀͷ࣌ؒ΋࢖͏ ͦͷͨΊͷҰिؒ؅ཧ (16Λճ͢

    4MBDL͸௨஌࣍ୈฦ͢ ूத͍ͯͨ͠Βແࢹ͍ͯ͠Δ࣌΋͋Δ ϛϡʔτ͢Δνϟϯωϧબఆ͕ॏཁ ໌೔ͷλεΫܾΊ ࠓ೔ͷλεΫ͸ઌिܾΊ͍ͯΔ ௥Ճݮগ͕͋Δ͔֬ೝ ࣮ࡍͷΧϨϯμʔʢॴଐ͸มߋʣ (16͕ճ͍ͬͯΕ͹ࣥචଞλεΫ ਺ճ࣮ݧ͢Ε͹౰ͨΓ͕ͭ͘ ˞ޙड़͠·͕͢िؒͰ؅ཧͨ͠ํ͕ྑ͍৔߹΋͋Γ·͢
  18. ౤ߘ௚લɾۓٸ࣌ɾαΠΫϧʹ৐Δલ w ࿦จ౤ߘ௚લˠݟӽͨ͠༧ఆ؅ཧΛ͢Δ w ۓٸ࣌ͷόάରԠ w αΠΫϧʹ৐ΔલˠिؒͰλεΫΛ۠੾Δ w ཧ༝ɿαΠΫϧΛ࡞Δ࣮૷ʹ͢ΔͨΊ w

    .BD6CVOUV྆ํ͔Β࠶ݱੑͷ͋Δ࣮ߦ؀ڥˠ%PDLFS 1PFUSZ w :BNMϑΝΠϧͷมߋͷΈͰ࣮ݧมߋՄೳˠ)ZESB ˞΋ͪΖΜಉ༷ͷ͜ͱ͕Ͱ͖Ε͹ٕज़બఆ͸ͳΜͰ΋ྑ͍Ͱ͢ w ࣮ݧऴྃͷ௨஌ˠ4MBDL8FCIPPLT w ධՁࢦඪ͕Ұ໨Ͱ෼͔Δ࣮ݧ؅ཧˠ.-qPX MPH΋BSUJGBDUT΁ w ϝΠϯQD͔ΒશͯʹΞΫηεՄೳʹ͢Δˠ"OZ%FTL 5FBN7JFXFS྆ํ w 4NBMMσʔλ࡞੒ɾ*OQVU 0VUQVU͕αϯϓϧͷਪ࿦ίʔυ w ༨༟͕ͳ͍࣌ʹ͙͢ཧղͰ͖ΔίʔυˠUZQFIJOU EPDTUSJOH w "TDFOEFSೝࣝલ͸ࣗલ"TDFOEFSೝࣝޙ͸ࣗ෼༻ʹมߋ ˞্هͷཧ༝Ͱࢲ͸ෳ਺λεΫΛಉ࣌ʹ։࢝͢Δͷ͸ෆՄೳͰͨ͠
  19. ֶ෦࣌୅ͷೳྗDWQBQFSDIBMMFOHF׆ಈ ֶ෦ ݚڀࣨ ഑ଐ   ଞͷݚڀ ࢝Ί  DWQBQFS

    DIBMMFOHF Ճೖ  ֶ෦ ଔۀ  म࢜ ݚڀࣨ ഑ଐ  म࢜ मྃ w ը૾ͷݹయతΞϧΰϦζϜɿ͋Δఔ౓ w ػցֶशɿतۀͷΈɼ࣮૷ɿະܦݧ w ౷ܭɿॳาɼ࣮૷ɿ෦෼తʹՄೳ
  20. ֶ෦࣌୅ͷऔΓ૊ΈDWQBQFSDIBMMFOHF׆ಈ w ϓϥΠόγʔอޢʹؔ͢Δߦಈೝࣝίϯϖ w ਓੜॳͷCBDLQSPQ w 7JEFP3FDPHͷఆྫ w ҙຯ͕Θ͔Βͳ͍ɹɹɾΞ΢τΠϯϓοτ͸ಉ࣌ w

    ͱʹ͔࣭͘໰ ֶ෦ ݚڀࣨ ഑ଐ   ଞͷݚڀ ࢝Ί  DWQBQFS DIBMMFOHF Ճೖ  ֶ෦ ଔۀ  म࢜ ݚڀࣨ ഑ଐ  म࢜ मྃ
  21. ֶ෦࣌୅ͷऔΓ૊ΈDWQBQFSDIBMMFOHF׆ಈ w ஌ࣝͷ༌ೖɾ༌ग़ͷ૬৐ޮՌ ֶ෦ ݚڀࣨ ഑ଐ   ଞͷݚڀ ࢝Ί

     DWQBQFS DIBMMFOHF Ճೖ  ֶ෦ ଔۀ  म࢜ ݚڀࣨ ഑ଐ  म࢜ मྃ
  22. ஌ࣝͷ༌ೖɾ༌ग़ʢOPUFʹॻ͖๨Εͨʣ ࿦จࣥච ػցֶश ߟ࡯ྗ ࣮૷ྗ ಈը ೝࣝ ҟৗԻ ݕ஌ EPNBJOTQFDJpDͳ

    ஌ࣝ ॾਕͷ݋Ͱ͸͋Δ͕࿨ू߹ΑΓྑ͘ͳͬͨ DWQBQFS DIBMMFOHF େֶӃ ΠϯλʔϯͳͲ w %PNBJOTQFDJpDͳ஌͕ࣝ ɹଞ෼໺ʹΞΠσΟΞ΍ιϦϡʔγϣϯΛ༩͑ͨ w ෳ߹஌ࣝͰղ͚Δ໰୊͕૿͑ͨ w جૅྗ͕޲্ͨ͠ w Ԡ༻ྗɾ৽͍ٕ͠ज़΁ͷཧղ଎౓͕޲্ͨ͠ w ޮ཰͕޲্ͨ͠ &OIBODFNFOU ৭ͷࣗ෼Ͱෳࡶͳ໰୊ʹରॲ͢Δ