DINO Distilaasioŋ boppam
DINO anam la wuñuy saytu seen bopp, di tàggat ab transformatëru gis-gis ngir xam nataal yu amul benn etiketu, ci fexe ba reso bi jàngal boppam.
Résumé
DINO anam la wuñuy saytu seen bopp, di tàggat ab transformatëru gis-gis ngir xam nataal yu amul benn etiketu, ci fexe ba reso bi jàngal boppam. It produces features so clean that object boundaries emerge for free in the attention maps.
DINO Self-Distillation bokk na ci liggéey yiy wane ordinatër, di tekki wala defar ay mejaa yuñ mëna gis ngir jàngat, liggéey ak sos lu bees.
Plongeur bu xóot
DINO, di distillation boppam bu amul etiket, Meta AI (ci jamono jooju Facebook AI) moo ko siiwal ci 2021. Dafay jëfandikoo ñaari kopi benn reso - ndongo ak jàngalekat - ba noppi di leen dundal ay xeeti mbay yu wuute yu benn nataal. The student tries to match the teacher's output distribution, even though the teacher only sees a different view. Li gëna am solo mooy jàngalekat bi duñu ko tàggat ci saasi; its weights are an exponential moving average of the student's, slowly trailing behind. Ngir moytu reso bi daanu ci benn tontu budul soppeeku, DINO dafay center ak sharpen outputs jàngalekat bi. Resultaa bi yéeme mooy, kàrtu self-attention yi ci segment transformateur vision biy génne ci object yi te kenn musu leen wax lu object bi doon.
Gis-gis xarala
Both networks output a high-dimensional probability distribution after a softmax. Ndongo dafay gis ay mbay yu ndaw yu bawoo ci dëkk bi boole ci gis-gis àdduna bi, waaye jàngalekat bi dafay gis gis-gis àdduna bi kese — pexe mbay yu bari yuy push mbootaayu dëkk bi ak àdduna bi. The loss is cross-entropy between teacher and student distributions, with gradients flowing only through the student. Ñaari pexe ñooy tere mabb: centering dafay dindi moyenne biy dawal ci logits jàngalekat yi, ba noppi tàngoor wu woyof daf leen di ñaw, ñuy ekilibre seen biir suko defee génne yi di wuute.
DINO distilaasioŋ boppam
Ngir tabax xam-xam bu xóot, jàppal DINO Self-Distillation ni xeetu liggéey, du benn man-man. Mandargal njariñ yi nga bëgg, leeral li nga xalaat, ba noppi tàqale li sistem bi mëna def ci anam wu wóor ak liy laaj ba leegi àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo DINO Self-Distillation dañuy méngale njubte gi ak dëggantaanu liggéey bi, lu ci melni kalite done yi, wuute leeral yi, ak méngoo etiketu. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal. Ci jamano jooju, yelleefi nataal ak nangu mën na nekk risku yoon sudee fimu bawoo leerul. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal.
Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekipu kreatif yi mën nañu defar konsept yu gëna gaaw te duñu def lu bari ci loxo.
Ekipu kreatif yi mën nañu defar konsept yu gëna gaaw te duñu def lu bari ci loxo. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Liggéeyukaay yi mën nañu jëfandikoo siñaal nataal wala wideo yu jafewoon lool ci liggéey.
Liggéeyukaay yi mën nañu jëfandikoo siñaal nataal wala wideo yu jafewoon lool ci liggéey. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Segmentation objet buñu dul saytu, fu kàrtu DINO di fësal mbir yi te amul benn etiketu mask
Seetlu nataal ak gis koppi, jëfandikoo man-mani DINO ngir gis nataal yu nuru ñaar wala yu nuru
DINOv2 dafa melni yaxu ndigg luy gelé ngir xayma xóotaayu liggéey yi ak wax luy am
Tàggat bu njëkk ci wàllu medsin wala xeetu xoolum satelit fu done yuñ etikete jafe wala yu seer
Modèlu jëfandikoo
DINO Distilaasioŋ boppam ci jëf
Segmentation object buñu dul saytu, fu kàrtu DINO di wane mbir yi te amul benn etiketu mask.
Ekip yi dañuy faral di am njariñ yu gëna baax suñu tëralee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp benefiis yi ak njëgu njuumte yi ci diir bi.
DINO Distilaasioŋ boppam ci jëf
Seetlu nataal ak gis ay kopi, jëfandikoo man-mani DINO ngir gis nataal yu nuru ñaari yoon wala yu nuru ci gis-gis.
Ekip yi dañuy faral di am njariñ yu gëna baax suñu tëralee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp benefiis yi ak njëgu njuumte yi ci diir bi.
DINO Distilaasioŋ boppam ci jëf
DINOv2 dafay nuru yax gu liw ngir xayma xóotaayu liggéey yi ak wax luy waaja am.
Ekip yi dañuy faral di am njariñ yu gëna baax suñu tëralee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp benefiis yi ak njëgu njuumte yi ci diir bi.
DINO Distilaasioŋ boppam ci jëf
Tàggat bu njëkk modelu medsin wala gis-gis satelit fu done yuñ etiketee bariwul wala seer lool.
Ekip yi dañuy faral di am njariñ yu gëna baax suñu tëralee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp benefiis yi ak njëgu njuumte yi ci diir bi.
Risk yi ak balustrade yi
Yelleefi nataal ak nangu mën na nekk risku yoon sudee fi ñu bawoo leerul.
Performance model bi mën na wuute ci leeraay bi, demographie bi ak environmaa bi.
Njuumteg positive yi mën nañu dem te kenn duko seetlu fileek xool wuñu buntu wóolu sa bopp.
Roadmap ngir samp gi
Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.
Jàppaleel lii ni buntu firnde: sudee mattul kritër yi, dakkal génne gi, tëj bërëb bi, suko defee nga yaatal jëfandikoo gi.
Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.
Jàppaleel lii ni buntu firnde: sudee mattul kritër yi, dakkal génne gi, tëj bërëb bi, suko defee nga yaatal jëfandikoo gi.
Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.
Jàppaleel lii ni buntu firnde: sudee mattul kritër yi, dakkal génne gi, tëj bërëb bi, suko defee nga yaatal jëfandikoo gi.
Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.
Jàppaleel lii ni buntu firnde: sudee mattul kritër yi, dakkal génne gi, tëj bërëb bi, suko defee nga yaatal jëfandikoo gi.
Weyal di banneexu
Check your understanding
Test yourself: take the DINO Self-Distillation quiz