GUIDE IA visuel

Reseau Piramid

Reseau Piramid Feature (FPN) dafay may detektër yi ñu gis mbir yu wuute lool ci dayo yi, ci tabax 'piramid' yu bari ci anam wu yomb.

Résumé

Reseau Piramid Feature (FPN) dafay may detektër yi ñu gis mbir yu wuute lool ci dayo yi, ci tabax 'piramid' yu bari ci anam wu yomb. Moo waral detektër yu bees yi di gis doxkat bu ndaw bu sori ak camion bu mag bu jege ci benn nataal.

Feature Pyramid Networks bokk na ci def-liggéeyu ordinatër yiy tekki wala defar ay meja yuñ mëna gis ngir jàngat, liggéey ak sos lu bees.

Plongeur bu xóot

Mbir yi ci biir nataal yi dañuy feeñ ci eskaal yu bari, te benn kàrt bu am man-man mënu leen jëfandikoo yépp. Xeetu jëfandikoo yu yàgg yaa ngi tabax piramid nataal ci soppi dayo nataal bi yoon yu bari ba noppi doxal reso bi ci kopi bu nekk, te loolu dafa yeex. FPN, Lin ak ñeneen ñi ñoo ko dugal. ci 2017, lu moy loolu jëfandikoowaat piramid naturel bi nekkoon ci biir reso convolutionnel. Yaxu ndigg bu melni ResNet dafay defar kàrtu man-man yuy gëna ndaw ak gëna semantik ci biir reso bi. FPN dafay yokk yoon wi yéeg wàcci: dafay jël màndarga yu xóot, yu am solo ci wàllu semantik, ba noppi boole leen ci lëkkaloo yu am solo ak màndarga yu xóotul, yu am dayo bu kawe. Lépp soo ko boolee mu am kàrtu màndarga yu am doole ci wàllu semantik waaye di denc ay detay yu baax ci wàllu barab, gëna yombal gis-gis mbir yu ndaw te daanaka doo fay dara.

Gis-gis xarala

FPN amna yoon wu wàcci wàcci (yaxu ndigg li) ak yoon wu wàcci wàcci. Niveau bu nekk ci kaw ba ci suuf dañu koy yokk 2x (dëkkandoo bi gëna jege) ba noppi yokk ko ci elemen ci kàrtu 1x1-convolved bu am dayo bu méngoo. Konvolusioŋ 3x3 dafay nooy bépp kàrt buñ boole ngir wàññi aliasing. Loolu mooy defar niveau P2-P5 ak lim chaine bu fixe (256), bu nekk ci ñoom am liggéeyu gis mbir yu am benn scale.

Xam Reseau Piramid yu am Man-man

Ngir gëna am xam-xam bu xóot, jàppal Reseau Piramid Feature 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 Feature Pyramid Networks dañuy méngale njub ak dëggantaanu liggéey lu melni kalite done, faraasu leeraay, ak dëppoo ci 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.

Ëlëgu Reseau Piramid Feature

Defarum FPN bu joge ci kaw wàcci jurna ñu bari ñu koy wuutu: PANet dafay yokk yoon wu joge ci suuf wàcci, BiFPN (ñu koy jëfandikoo ci EfficientDet) dafay tax fusion mën jàng ak ñaari yoon, ak lëkkaloo yu pondéré, ba noppi NAS-FPN dafay seet ci saasi topologie fusion bi. Detektëru transformatër yu melni DETR dañuy moytu piramid yu leer yi, waaye fusion eskaal yu bari mingi des ci digg bi. Xaarandil xalaati FPN-style ngir wéy ci biir transformatëri gis-gis ak detektër yu am doole ci aparey, di gëna bari ak jàngat, pondéraasioŋ balance buy méngoo ak lëkkaloo yu takku.

Doxal ci àdduna dëgg

Gis doxkat yu ndaw, yu sori ak oto yu mag yi jege ci benn yoon ci biir oto yuy dawal seen bopp

Segmentation instance buy dooleel ci Mask R-CNN, fu FPN di dundal man-mani escale yu bari ci proposition gox bi ak boppu mask yi

Gis tumër yu ndaw ci wetu cër yu mag yi ci tuyo yiy gis nataali pajum

Gis mbir yu wuute dayo ci nataali satelit ak ci jawwu ji, dalee ko ci gaal yu ndaw ba ci tabax yu mag

Modèlu jëfandikoo

Features Reseau Piramid ci jëf

Gis doxkat yu ndaw, yu sori ak oto yu mag yi ci wetam ci benn yoon ci biir oto yuy dawal seen bopp.

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.

Features Reseau Piramid ci jëf

Segmentation instance buy dooleel ci Mask R-CNN, fu FPN di dundal man-mani escale yu bari ci proposition gox bi ak boppu mask yi.

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.

Features Reseau Piramid ci jëf

Gis tumër yu ndaw ci wetu cër yu mag yi ci pipeline yiy wane nataali pajum.

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.

Features Reseau Piramid ci jëf

Gis mbir yu wuute dayo ci nataali satelit ak ci jawwu ji, dalee ko ci gaal yu ndaw ba ci tabax yu mag.

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

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Yelleefi nataal ak nangu mën na nekk risku yoon sudee fi ñu bawoo leerul.

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Performance model bi mën na wuute ci leeraay bi, demographie bi ak environmaa bi.

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Njuumteg positive yi mën nañu dem te kenn duko seetlu fileek xool wuñu buntu wóolu sa bopp.

Roadmap ngir samp gi

1

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.

2

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.

3

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.

4

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.

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