Résumé
Barlow Twins xeetu xam-xam la bu nit ñi di saytu seen bopp, di jàng misaal yi ci defar matrix korrelaasioŋ croix diggante ñaari gis-gis yuñ yokk yu jege matrix dàntite bi. Dafay moytu daanu jaaraleko ci sàrtu wàññi redondance moo gën encodeur negatif wala momentum.
Barlow Twins ak wàññi redundancy ab bloku tabax xarala la buy indi jafe-jafe ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor ci eskaal bi.
Plongeur bu xóot
Facebook AI moo ko taxawal ci 2021 te ñu tuddee ko neuroscientist H. Barlow ci njàngalem wàññi redundancy, Barlow Twins dafay dundal ñaari gis-gis yu jaarul yoon ci benn nataal jaaraleko ci reso yu nuróo ngir defar ñaari mbir yuñ samp. Dafay xayma matrix korrelaasioŋ croix bi am ci digganté komposant yi ci ñaari vecteur yiñ samp, ñu natt ko ci lote bi yépp. Mébet bi mooy push matrix bi ci dàntite bi: dugg diagonaal yi dañu wara nekk 1 (man-man bu nekk du soppiku ci yokkute bi) ak dugg yi nekk ci biti diagonal dañu wara nekk 0 (man-man yu wuute yi decorrelé, wàññi redondance). Term bi ci diagonaal dafay tax baña soppiku; terme biy wàññi redondance off-diagonal dafay tere dagg ndax màndarga yiñ decorrelé mënu ñu nekk ñoom ñépp. BYOL wuute na ak BYOL ndax soxlawul asymétrie, predictor, wala stop-gradient, te wuute na ak SimCLR ndax soxlawul ñaari negatif, waaye dafay am njariñ ci ay jëmmal yu kawe.
Gis-gis xarala
Perte bi amna ñaari pàcc yuñ boole ci kaw matrix korrelaasioŋ croix C: benn (1-C_ii)^2 terme yu dul soppiku ci diagonaal bi, boole ci benn sum bu C_ij^2 ci bitti diagonaal bi. Ndax matrix bi dafa normalise ci kaw lote bi, njuréef bi dafa dëgër lool ci dayo lote bi, muy lu gëna am solo ci njuréefi kontrast yiy xiif ci lote yu bari yu negatif. Balansu performance ak dimensionnalité yuñ samp, moo tax projectër yi dañuy faral di yaatu lool.
Xam seex yu Barlow ak wàññi redondance
Barlow Twins xeetu xam-xam la bu nit ñi di saytu seen bopp, di jàng misaal yi ci defar matrix korrelaasioŋ croix diggante ñaari gis-gis yuñ yokk yu jege matrix dàntite bi. Dafay moytu daanu jaaraleko ci sàrtu wàññi redondance moo gën encodeur negatif wala momentum. Barlow Twins ak wàññi redundancy ab bloku tabax xarala la buy indi jafe-jafe ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal Barlow Twins ak Redundancy Reduction ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo Barlow Twins ak Wàññi Redundancy dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. 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.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. 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
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. 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.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. 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.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. 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
Tàggat bu njëkk encodeur nataal yiy joxe man-mani decorrelé yu am njariñ ci xaaj bi ci suuf ak done yu néew yuñ etikete.
Taggat ci hardware bu yemmamaay fu lots negatif yu bari mënul nekk, ndax Barlow Twins amul benn yëg-yëg ci dayo lots.
Defar ay embedding yu kompact te amul redondance ngir gis ab cluster wala ab anomali ci nataali kaptëru usine yi.
Liggéey ci gëstub gëstu buy méngale pexe ngir moytu mabb ci SimCLR, BYOL, ak VICReg.
Modèlu jëfandikoo
Barlow Twins ak wàññi redondance ci jëf
Tàggat bu njëkk encodeur nataal yiy joxe man-mani decorrelé yu am njariñ ci xaaj bi ci suuf ak done yu néew yuñ etikete.
Pretraining image encoders yiy joxe man-mani decorrelated yu am njariñ ci xaaj bu wàcci ak done yu néew yuñ etiketee. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
Barlow Twins ak wàññi redondance ci jëf
Taggat ci hardware bu yemmamaay fu lots negatif yu bari mënul nekk, ndax Barlow Twins amul benn yëg-yëg ci dayo lots.
Taggat ci hardware bu yemmamaay fu ay lots yu bari yu baaxul mënu ñu jëfandikoo, ndax Barlow Twins amul benn yëg-yëg ci lots yi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
Barlow Twins ak wàññi redondance ci jëf
Defar ay embedding yu kompact te amul redondance ngir gis ab cluster wala ab anomali ci nataali kaptëru usine yi.
Defar ay embeddings yu kompact, yu amul redondance ngir clustering wala gis anomalie ci nataali kaptër usine yi Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxe ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
Barlow Twins ak wàññi redondance ci jëf
Liggéey ci gëstub gëstu buy méngale pexe ngir moytu mabb ci SimCLR, BYOL, ak VICReg.
Liggéeyukaay ni baseline bu ñuy saytu seen bopp ci gëstu buy méngale pexe moytu-mabb ci SimCLR, BYOL, ak VICReg Teams dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njuréefi liggéey ak njëgu njuumte.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.