Matsakaicin Matsakaici
Rashin Matsakaicin Matsakaicin (NMS) shine matakin tsaftacewa wanda ke juyar da tarkacen akwatunan ganowa zuwa kwali ɗaya mai tsabta akan kowane abu.
Dubawa
Rashin Matsakaicin Matsakaicin (NMS) shine matakin tsaftacewa wanda ke juyar da tarkacen akwatunan ganowa zuwa kwali ɗaya mai tsabta akan kowane abu. Idan ba tare da shi ba, masu ganowa za su ba da rahoton mota guda biyar ko goma.
Matsakaicin Matsakaicin nasa ne ga ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da ƙirƙira.
Zurfafa nutsewa
Masu gano abubuwan yawanci suna tsinkayar akwatunan ɗan takara da yawa a kusa da kowane abu na gaske, kowanne yana da maƙiyin tabbaci. NMS ya yanke wannan sakewa. Algorithm ɗin kwaɗayi na al'ada yana rarraba duk kwalaye da maki, yana riƙe mafi girman maƙiya, sannan ya cire duk wani akwatin da ya rage wanda ya zo tare da shi (wanda aka auna ta Intersection over Union, IoU) ya wuce madaidaici kamar 0.5. Yana maimaita wannan akan akwatunan da suka tsira har sai babu wanda ya rage. Sakamakon shine akwatin wakilci ɗaya akan kowane abu. NMS mai sauƙi ne, mai sauri, kuma mai siga-haske, amma yana da rauni: ƙayyadadden madaidaicin madaidaicin IoU na iya kuskuren murkushe ainihin abu na kusa a cikin wuraren cunkoson jama'a, kuma yana ɗaukar zoba azaman binary. Bambance-bambancen kamar Soft-NMS lalata maki maimakon share kwalaye kai tsaye don magance wannan.
Fahimtar Fasaha
Babban ma'auni shine IoU: yanki na mahaɗin akwatuna biyu da aka raba ta yankin ƙungiyar su. NMS mai kwadayi shine O (n^2) a cikin mafi munin yanayi amma sauri a aikace. Ƙofar IoU yana cinikin daidai da tunawa: ƙaramin kofa yana cire ƙarin akwatuna (haɗarin abubuwan da aka rasa a kusa), yayin da babban kofa yana kiyaye ƙarin (haɗari kwafi). Yawanci ana amfani da NMS kowane aji don haka kwalaye na nau'i daban-daban ba sa murkushe juna.
Jagoran Ƙarshen Ƙarshen Ƙirar Ƙarfi
Don gina zurfin fahimta, bi da Ƙunƙarar Maɗaukaki azaman ƙirar aiki, ba fasali ɗaya ba. Ƙayyade sakamakon da ake so, fayyace zato, kuma 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 mara ƙima 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
Rushewa da yawa na akwatunan fuska masu ruɗewa zuwa ɗaya kowace fuska a cikin kamara da aikace-aikacen sanya alamar hoto
Samar da tsabtataccen akwatunan ɗaure guda ɗaya akan abin hawa da mai tafiya a ƙasa a cikin na'urori masu gano tuƙi masu cin gashin kansu
Cire kwafin akwatunan yanki na rubutu a cikin takarda da bututun OCR na farantin lasisi
Tsaftace sabbin shawarwarin abu a cikin tsarin sa ido kan shiryayye da tsarin kirga kayayyaki
Hanyoyin Aiwatarwa
Matsakaicin Maƙarƙashiya a aikace
Rushewa da yawa na akwatunan fuska masu ruɗewa zuwa ɗaya kowace fuska a cikin kamara da aikace-aikacen sanya alamar hoto.
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 ƙimar kuskure akan lokaci.
Matsakaicin Maƙarƙashiya a aikace
Samar da tsabtataccen akwatunan ɗaure guda ɗaya akan abin hawa da mai tafiya a ƙasa a cikin na'urori masu gano tuƙi masu cin gashin kansu.
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 ƙimar kuskure akan lokaci.
Matsakaicin Maƙarƙashiya a aikace
Cire kwafin akwatunan yanki na rubutu a cikin takarda da bututun OCR na farantin lasisi.
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 ƙimar kuskure akan lokaci.
Matsakaicin Maƙarƙashiya a aikace
Tsaftace sabbin shawarwarin abu a cikin tsarin sa ido kan shiryayye da tsarin kirga kayayyaki.
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 ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Haƙƙoƙin hoto da yarda na iya zama haxarin doka 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.
Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gwada tare da bayanan da suka dace da ainihin yanayin samarwa.
Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ƙara bita na ɗan adam don ƙarancin amincewa ko tsinkaya mai tasiri.
Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bi diddigin ƙirar ƙira kuma sake ingantawa bayan canje-canjen kamara ko saitin bayanai.
Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ci gaba da Bincike
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