I-Panasonic Ithuthukisa Ubuchwepheshe Be-AI Embili,
Yamukelwe ku-CVPR2021,
Ingqungquthela Yomhlaba Wonke Ehamba Phambili ye-AI Technology
[1] I-Genome Yesenzo Sasekhaya: Ukuqonda Isenzo Sokuqamba Ngokuphikisanayo
Siyajabula ukumemezela ukuthi sesenze isethi yedatha entsha ethi "Home Action Genome" eqoqa imisebenzi yabantu yansuku zonke emakhaya abo kusetshenziswa izinhlobo ezimbalwa zezinzwa, okuhlanganisa amakhamera, imibhobho nezinzwa ezishisayo. Sakhe futhi sakhipha idathasethi enkulu kunazo zonke emhlabeni yezindawo zokuhlala, kuyilapho amasethi wedatha amaningi wezindawo zokuhlala abe mancane ngezinga. Ngokusebenzisa le dathasethi, abacwaningi be-AI bangayisebenzisa njengedatha yokuqeqesha yokufunda ngomshini kanye nocwaningo lwe-AI ukuze basekele abantu endaweni yokuhlala.
Ukwengeza kulokhu okungenhla, sithuthukise ubuchwepheshe bokufunda ngokubambisana ukuze kuqashelwe umsebenzi wezikhundla emibonweni eminingi kanye nenqwaba. Ngokusebenzisa lobu buchwepheshe, singakwazi ukufunda izici ezingaguquki phakathi kwemibono ehlukene, izinzwa, ukuziphatha okulandelanayo, namalebula okuziphatha anemininingwane, futhi ngaleyo ndlela sithuthukise ukusebenza kokuqashelwa kwemisebenzi eyinkimbinkimbi ezindaweni zokuhlala.
Lobu buchwepheshe buwumphumela wocwaningo olwenziwa ngokubambisana phakathi kwe-Digital AI Technology Center, i-Technology Division, kanye ne-Stanford Vision and Learning Lab e-Stanford University.
Umfanekiso1: Ukuqonda Isenzo Sokubumba Ngokubambisana (CCAU)Ukuqeqesha zonke izindlela ndawonye kusivumela ukuthi sibone ukusebenza okuthuthukisiwe.
Sisebenzisa ukuqeqeshwa sisebenzisa kokubili ileveli yevidiyo kanye namalebula esenzo se-athomu ukuze sivumele kokubili amavidiyo nezenzo ze-athomu ukuze kuzuze ekusebenzelaneni kokuqamba phakathi kwakho kokubili.
[2] I-AutoDO: I-Robust AutoAugment Yedatha Echemile Ngomsindo Welebula ngokuhluka Okucacile Okungenzeka Kahle
Siyajabula futhi ukumemezela ukuthi sithuthukise ubuchwepheshe obusha bokufunda komshini owenza ngokuzenzakalelayo ukuthuthukiswa kwedatha okuphelele ngokuya ngokusatshalaliswa kwedatha yokuqeqeshwa. Lobu buchwepheshe bungasetshenziswa ezimweni zomhlaba wangempela, lapho idatha etholakalayo incane kakhulu. Kunezimo eziningi ezindaweni zethu zebhizinisi eziyinhloko, lapho kunzima khona ukusebenzisa ubuchwepheshe be-AI ngenxa yokulinganiselwa kwedatha etholakalayo. Ngokusebenzisa lobu buchwepheshe, inqubo yokulungisa imingcele yokwengezwa kwedatha ingaqedwa, futhi imingcele ingalungiswa ngokuzenzakalelayo. Ngakho-ke, kungalindelwa ukuthi uhla lwesicelo sobuchwepheshe be-AI bungasakazwa kabanzi. Ngokuzayo, ngokuqhubeka nokusheshisa ucwaningo nokuthuthukiswa kwalobu buchwepheshe, sizosebenzela ukuthola ubuchwepheshe be-AI obungasetshenziswa ezindaweni zomhlaba wangempela njengamadivayisi ajwayelekile namasistimu. Lobu buchwepheshe buwumphumela wocwaningo olwenziwe yiDigital AI Technology Center, Technology Division, AI Laboratory yePanasonic R&D Company of America.
Umfanekiso 2: I-AutoDO ixazulula inkinga yokwengezwa kwedatha (inkinga ye-DA yenqubomgomo eyabiwe).ukusatshalaliswa kwedatha yesitimela engeziwe (eluhlaza okwesibhakabhaka) kungase kungafani nedatha yokuhlola (okubomvu okuqinile) esikhaleni esicashile:
U-"2" u-augmented under-augmented, kuyilapho u-"5" enwetshwe ngokweqile. Njengomphumela, izindlela zangaphambili azikwazi ukufana nokusatshalaliswa kokuhlola futhi isinqumo somfundi wesigaba u-f(θ) asinembile.
Imininingwane yalobu buchwepheshe izokwethulwa ku-CVPR2021 (ezobanjwa kusukela ngoJuni 19, 2017).
Umlayezo ongaphezulu uvela kuwebhusayithi esemthethweni yePanasonic!
Isikhathi sokuthumela: Jun-03-2021
