Dubawa
Swin Transformer shine mai canza hangen nesa wanda ke aiwatar da hotuna a cikin sauye-sauye, tagogi masu matsayi, yana ba da hankali sosai don auna girman hotuna masu tsayi. Yana aiki azaman ƙashin baya na gaba ɗaya don rarrabuwa, ganowa, da rarrabuwa.
Swin Transformer na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa.
Zurfafa nutsewa
Standard Vision Transformers suna lissafta hankali a duk facin hoto, wanda farashin ke girma da girman hoto, cikas ga ayyuka masu yawa kamar ganowa. Microsoft Ne ya gabatar da bincike a cikin 2021, Swin (Shifted WINdows) a maimakon haka ya raba hoton zuwa kananan tagogi marasa rufi kuma yana ƙididdige kulawar kai kawai a cikin kowace taga, yana sa farashi yayi girma daidai da girman hoto. Don barin bayanai su ketare iyakokin taga, madaidaicin yadudduka suna canza grid ɗin taga, don haka faci waɗanda aka raba yanzu suna raba taga. Swin kuma yana gina matsayi: yana farawa da ƙananan faci kuma yana haɗa su a hankali, yana samar da taswirorin fasali masu yawa kamar CNN, wanda ke shiga cikin tsarin ganowa da rarrabuwa.
Fahimtar Fasaha
Ƙwarewar Swin ta fito ne daga mai da hankali kan kai-da-kai na tushen taga (W-MSA): hankali yana iyakance ga ƙayyadaddun windows (misali faci 7x7), don haka ma'auni mai rikitarwa a cikin layi maimakon quadratically tare da adadin faci. Toshe na gaba yana amfani da kulawar taga canzawa (SW-MSA), yana kawar da ɓangaren taga da rabin taga don haka haɗin giciye-taga. Faci-haɗin yadudduka suna haɗa facin maƙwabta a tsakanin matakai, rage ƙudirin sarari da tashoshi biyu don gina dala mai fasali.
Mastering Swin Transformer
Swin Transformer shine mai canza hangen nesa wanda ke aiwatar da hotuna a cikin sauye-sauye, tagogi masu matsayi, yana ba da hankali sosai don auna girman hotuna masu tsayi. Yana aiki azaman ƙashin baya na gaba ɗaya don rarrabuwa, ganowa, da rarrabuwa. Swin Transformer na cikin ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa. Don gina zurfin fahimta, bi da Swin Transformer azaman samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi suna amfani da daidaiton ma'auni na Swin Transformer tare da haƙiƙanin aiki kamar ingancin bayanai, bambancin haske, da daidaiton lakabi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A lokaci guda, Haƙƙin Hoto da yarda na iya zama haɗari na shari'a idan ba a fayyace ba. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin.
Kayayyakin AI na iya sarrafa aiki da bincike, ganowa, da ayyuka masu alama a sikelin. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu.
Ƙungiyoyin ƙirƙira za su iya samar da ra'ayoyi cikin sauri tare da ƙarancin bita da hannu. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa.
Ayyuka na iya amfani da siginar hoto da bidiyo waɗanda a baya suke da wahalar aiwatarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Rarraba ImageNet mai inganci a matsayin ingantaccen kashin baya
Gano abu da misalin kashin baya a cikin tsarin kamar Mask R-CNN da Cascade R-CNN
Bangaren ma'ana na al'amuran titi da hotunan tauraron dan adam
Binciken hoto na likita inda babban ƙuduri da cikakkun bayanai masu yawa ke da mahimmanci
Hanyoyin Aiwatarwa
Swin Transformer a aikace
Rarraba ImageNet mai inganci a matsayin ingantaccen kashin baya.
Babban daidaiton rarrabuwa na ImageNet azaman ƙwararrun ƙashin baya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da farashi na kuskure akan lokaci.
Swin Transformer a aikace
Gano abu da misalin kashin baya a cikin tsarin kamar Mask R-CNN da Cascade R-CNN.
Gano abu da misalin kasusuwan kashin baya a cikin tsarin kamar Mask R-CNN da Cascade R-CNN Teams yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Swin Transformer a aikace
Bangaren ma'ana na al'amuran titi da hotunan tauraron dan adam.
Rarrabuwar fage na al'amuran tituna da hotunan tauraron dan adam Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da farashi na kuskure akan lokaci.
Swin Transformer a aikace
Binciken hoto na likita inda babban ƙuduri da cikakkun bayanai masu yawa ke da mahimmanci.
Binciken hoto na likitanci inda babban ƙuduri da abubuwan dalla-dalla dalla-dalla Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haɗari na shari'a idan ba a fayyace ba.
Ayyukan samfuri na iya bambanta a ko'ina cikin haske, ƙididdiga, da mahalli.
Ƙarya tabbataccen ƙila ba za a iya lura da shi ba sai dai idan an kula da ƙofofin amincewa.
Taswirar Hanya
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure.
Ƙayyade ma'auni na karɓa don daidaito, tunowa, da farashi na kuskure. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.