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YOLACT real-time instance segmentation

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October 17, 2019
Technology
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YOLACT real-time instance segmentation

CV勉強会@関東発表資料
YOLACT real-time instance segmentation, ICCV2019

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peisuke

October 17, 2019
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Transcript

  1. :0-"$5 3FBMUJNF*OTUBODF4FHNFOUBUJPO "VUIPS%#PMZB $;IPV '9JBP :+-FF QSFTFOUFS!QFJTVLF 痥㔐 ؝ٝؾُ٦ةؽآّٝ⹈䓼⠓ꟼ匌 涪邌项俱

  2. 荈䊹稱➜ せ⵸谏劤 価➜ 䨽㾩"#&+" 灇瑔؝ٝؾُ٦ةؽآّٝծٗنحز 崞⹛ 5XJUUFS!QFJTVLF (JUIVC IUUQTHJUIVCDPNQFJTVLF 2JJUB

    IUUQTRJJUBDPNQFJTVLF 4MJEF4IBSF IUUQTXXXTMJEFTIBSFOFU'VKJNPUP,FJTVLF

  3. 嚊銲 • ة؎زٕ • :0-"$53FBMUJNF*OTUBODF4FHNFOUBUJPO • ו׿ז锷俑 • POFTUBHFדך넝鸞זJOTUBODFTFHNFOUBUJPO׾㹋植 •

    䊨㣗挿כ • 䖞勻ךPOFTUBHFדך暟⡤嗚⳿ٌآُ٦ٕח⸇ִծJOTUBODFNBTL׾鎘皾ׅ׷ ׋׭ծ⚥꟦邌植ד֮׷QSPUPUZQFNBTL׾䱿㹀ׅ׷ٌآُ٦ٕ׾䲿周 • L⦐ךQSPUPUZQFNBTLך简䕎ㄤדJOTUBODFך걄㚖׾䱿㹀

  4. *OTUBODFTFHNFOUBUJPOהכ • ؾؙإٕ׀החؙٓأ׾䱿㹀ׅ׷הה׮חծずؙׄٓأⰻדך *OTUBODFぐ⦐⡤׾䱿㹀ׅ׷ةأؙ

  5. 䖞勻ך*OTUBODFTFHNFOUBUJPO • .BTL3$// • 暟⡤ך瀂䕎׾嗚⳿׃ծ瀂䕎ⰻך暟⡤걄㚖׾䱿锷ׅ׷媮ꥡך䩛岀 • ぐ瀂䕎ח㼎׃ג3P*"MJHO⿹ן䖓媮ךⳢ椚׾遤ֲ׋׭鹼ְ

  6. 媮ꥡⳢ椚חׅ׷ꥷך铬겗 • 暟⡤嗚⳿ה4FNBOUJDTFHNFOUBUJPO׾ֻ׏➰ֽ׸ל葺ְ 㞮歲כⴓַ׵זְ • *%䞔㜠׾⢪ְծⴽך暟⡤ה׃ג侄ִ׸ל葺ְ *%ך寸㹀倯岀ח♧䠐䚍ָ 搀ְךד㷕统דֹזְ

  7. 㛇劤،؎ر، • QSPUPUZQFNBTLהְֲ嚊䙀׾㼪Ⰵ • *OTUBODFNBTL׾圓䧭ׅ׷׋׭ך鳤剅הז׷وأؙ • ⟣䠐ך暟⡤ךوأؙ׾QSPUPUZQFNBTLך穈׫さ׻ׇדⱄ植דֹ׷״ֲח㷕统 QSPUPUZQFNBTL QSPUPUZQFNBTLך简䕎ㄤ $SPQ

  8. *OTUBODFNBTLךⰧ⡤涸ז鎘皾倯岀 • 歗⫷ַ׵QSPUPUZQFNBTL׾鎘皾 • 暟⡤嗚⳿ד䖤׵׸׋CPVOEJOHCPY嫣חծCPYⰻך*OTUBODF걄㚖׾実׭ ׷׋׭חוךQSPUPUZQFNBTL׾⢪ִל葺ְַ׾䱿锷

  9. طحزٙ٦ؙ圓䧭 • 暟⡤嗚⳿ה1SPUPUZQF׾鎘皾ׅ׷طحزٙ٦ؙ׾䭯׍ծֿ׸׵ַ׵و أؙ׾鎘皾ׅ׷

  10. طحزٙ٦ؙ圓䧭 • 暟⡤嗚⳿ה1SPUPUZQF׾鎘皾ׅ׷طحزٙ٦ؙ׾䭯׍ծֿ׸׵ַ׵و أؙ׾鎘皾ׅ׷

  11. 1SPUPOFU • 歗⫷ַ׵䬄⳿׃׋暴䗙ꆀ׾Ⰵ⸂ה׃גծL嫣ךQSPUPUZQFNBTL׾⳿⸂ • 1SPUPOFU荈⡤חכٗأכ♷ִ׆JNQMJDJUח㷕统ׁ׸׷ • CPVOEJOHCPY嫣ךJOTUBODFNBTL׾圓䧭דֹ׷״ֲז⡦׵ַךوأؙ ׾荈⹛涸ח㷕统 • 瑞꟦涸ז⡘縧٥㣐ֹׁ׌׏׋׶ծ⵸兝٥胜兝ד֮׏׋׶ծوأؙ嫣ח⡦׵ַך

    䕵ⶴ׾䬐ֲ

  12. طحزٙ٦ؙ圓䧭 • 暟⡤嗚⳿ה1SPUPUZQF׾鎘皾ׅ׷طحزٙ٦ؙ׾䭯׍ծֿ׸׵ַ׵و أؙ׾鎘皾ׅ׷

  13. 1SFEJDUJPOIFBE • 鸐䌢ך暟⡤嗚⳿ח⸇ִծ QSPUPUZQFNBTLך⤘侧׾⳿⸂ • ؙٓأ侧 D如⯋ • 瀂䕎ך䏟垥 如⯋

    • QSPUZQFNBTLL如⯋

  14. -PTTך鏣鎘 • 暟⡤嗚⳿ךٗأぐCPVOEJOHCPYךؙٓأה瀂䕎䏟垥ח⸇ִծ穠 さ䖓ךوأؙחꟼׅ׷#JOBSZ$SPTT&OUSPQZ׾鎘皾 *OQVU (5 #PVOEJOHCPY-PTT #$&-PTT 1SPUPUZQF NBTLT

    *OTUBODF NBTL

  15. 'BTU/.4 • (16ד⚛⴨鎘皾דֹ׷'BTU/.4׾䲿周 • 䩛갫 • $POGJEFODFדا٦ز׃גֶֻ • Ⰻ瀂䕎꟦ך*P6׾鎘皾׃ג♳♲錬遤⴨ח䯏Ⰵ •

    ꠬⦼U⟃♳ַאծ簚倯ぢחאְגךNBY׾《׷ *P6 *P6 *P6 *P6 *P6 *P6 *P6 *P6 *P6 *P6      ֿך㜥さծ׾ח窟さծ׾ח窟さׅ׷

  16. ׉ך➭ • #BDLCPOF/FUXPSL • 3FT/FU⿹ן'1/׾ⵃ欽 • 4FNBOUJDTFHNFOUBUJPOךٗأ׾鷄⸇

  17. 㷕统ׁ׸׷1SPUPUZQFך⫘ぢחאְג • QSPUPUZQF嫣ח⿾䘔ׅ׷걄㚖ָ殯ז׷ • 䊩♳ךوأؙכ歗꬗䊩⩎ • 䊩♴ךوأؙכ歗꬗䊩♴ • ⚥㣛♴כ歗꬗♴⩎ •

    〸♳כ胜兝ծ〸♴כ㖑꬗ח⿾䘔

  18. 㹋꿀*OTUBODFTFHNFOUBUJPOSFTVMUT • 䖞勻䩛岀ח嫰ץגַז׶넝鸞 • 䖞勻GQTח㼎׃גծGQTקוך鸞䏝 • 礵䏝כ⡚♴ • 䖞勻כN"1ָ⡘׌׏׋ךח㼎׃ג⵸䖓ח⡚♴

  19. 㹋꿀.BTL2VBMJUZ • وأؙך礵䏝כⰋ⡤涸חぢ♳׃גְ׷ • 傀㶷䩛岀כ㣐ֹז㼎韋ח㼎׃גծ1PPMJOH׾׃ג鍑⫷䏝׾衅הֿׅה ח饯㔓׃ծوأָؙ虠ְ

  20. 㹋꿀'BJMVSF$BTFT • -PDBMJ[BUJPO'BJMVSF • ♧皘䨽ח㢳ֻך暟⡤ָ꧊ת׏גְ׷؛٦أדכ♳䩛ְַֻזְ • QSPUPUZQFNBTLך邌植⸂ָ駈׶זְַ׵ • -FBLBHF •

    䱿锷׃׋瀂䕎ָ♶姻然ך㜥さծ➭ך*OTUBODFNBTLך穠卓ָⰅ׶鴥׬

  21. תה׭ • 0OFTUBHFדך*OTUBODFTFHNFOUBUJPOך䲿周 • QSPUPUZQFNBTL׾ⵃ欽ׅ׷ֿהדծ*OTUBODFNBTLך䱿锷ָ〳腉 • 䖞勻ך䩛岀ח㼎׃גծ⦓玎ך넝鸞⻉׾㹋植