Dubawa
Girgiza mai ma'ana shine saitin maki 3D (X, Y, Z) wanda ke ɗaukar siffar ainihin abubuwa da sarari, sau da yawa daga LiDAR ko zurfin firikwensin. Ayyukan sarrafa girgije shine yadda injina ke tsaftacewa, tsarawa, da fahimtar waɗannan ɗigon ɗigon 3D don gane, yanki, da kewaya duniya.
Point Cloud Processing nasa ne na ayyukan aikin hangen nesa na kwamfuta wanda ke fassara ko samar da kafofin watsa labarai na gani don bincike, ayyuka, da kerawa.
Zurfafa nutsewa
Gizagizai ba su da tsari, ba su da sarari ba bisa ka'ida ba, kuma ba su da tsayayyen grid, wanda ke sa su zama masu banƙyama don daidaitattun hanyoyin sadarwar hoto da aka gina don tsararrun tsararrun pixel. Bayanan kuma ba su da yawa kuma galibi suna da girma: sharewar LiDAR guda ɗaya na iya ɗaukar ɗaruruwan dubunnan maki. Sarrafa bututun yawanci ƙasan samfuri (misali, grid na voxel), cire hayaniya da masu fita waje, ƙididdige abubuwan al'ada, da yin rijistar bincike da yawa cikin firam ɗin daidaitawa ɗaya ta amfani da algorithm kamar Iterative Closest Point. Don fahimta, PointNet ya ƙaddamar da koyo kai tsaye a kan maƙasudin maƙasudi ta amfani da cibiyoyin sadarwa guda ɗaya tare da madaidaicin matakin haɗaɗɗiya wanda ya yi watsi da oda. Daga baya ƙila irin su PointNet++, KPConv, da ƙananan juzu'ai na 3D sun kama unguwannin gida, suna ba da damar gano abu na 3D, rarrabuwar ma'anar, da rarrabuwar siffa.
Fahimtar Fasaha
Babban ƙalubalen shine rashin daidaituwa: girgije iri ɗaya da aka jera a kowane tsari dole ne ya ba da sakamako iri ɗaya. PointNet yana warware wannan ta hanyar amfani da ƙaramin cibiyar sadarwa iri ɗaya zuwa kowane batu da kanta, sannan haɗa fasali tare da aikin ma'auni (max-pooling) wanda bai damu da tsari ba. Don ɗaukar lissafi na gida, ƙirar ƙira suna haɗa maki kusa zuwa cikin unguwanni da sarrafa su a ma'auni da yawa, kamar juzu'i suna haɓaka yanayin sararin samaniya a cikin hotuna.
Gudanar da Ma'aunin Cloud Processing
Girgiza mai ma'ana shine saitin maki 3D (X, Y, Z) wanda ke ɗaukar siffar ainihin abubuwa da sarari, sau da yawa daga LiDAR ko zurfin firikwensin. Ayyukan sarrafa girgije shine yadda injina ke tsaftacewa, tsarawa, da fahimtar waɗannan ɗigon ɗigon 3D don gane, yanki, da kewaya duniya. Point Cloud Processing nasa ne na 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 Point Cloud Processing a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, kuma raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi suna amfani da daidaiton daidaiton daidaitawa na Point Cloud Processing 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
Motoci masu cin gashin kansu suna aiwatar da gizagizai na LiDAR a cikin ainihin lokaci don gano motoci, masu keke, da masu tafiya a ƙasa da kuma taswirar sararin samaniya.
Masu bincike da ƙungiyoyin gini suna amfani da gajimare mai ma'ana daga na'urar daukar hoto ta Laser don ƙirƙirar ƙirar 3D da aka gina da kuma gano canje-canjen tsari.
Ayyukan al'adun gargajiya suna duba mutum-mutumi da gine-gine zuwa gajimare masu yawa don adanawa da maidowa na dijital.
Robots suna amfani da gajimare mai zurfin kyamara don ɗaukar bin, ɗaukar sassan da ba daidai ba, da kuma nisantar cikas a cikin tarkace.
Hanyoyin Aiwatarwa
Point Cloud Processing a aikace
Motoci masu cin gashin kansu suna aiwatar da gizagizai na LiDAR a cikin ainihin lokaci don gano motoci, masu keke, da masu tafiya a ƙasa da kuma taswirar sararin samaniya.
Motoci masu cin gashin kansu suna aiwatar da gizagizai na LiDAR a cikin ainihin lokacin don gano motoci, masu keke, da masu tafiya a ƙasa da kuma tsara taswirar sararin samaniya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Point Cloud Processing a aikace
Masu bincike da ƙungiyoyin gini suna amfani da gajimare mai ma'ana daga na'urar daukar hoto ta Laser don ƙirƙirar ƙirar 3D da aka gina da kuma gano canje-canjen tsari.
Masu bincike da ƙungiyoyin gini suna amfani da gajimare mai ma'ana daga na'urar daukar hoto na Laser don ƙirƙirar ƙirar 3D da aka gina da kuma gano canje-canjen tsari Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Point Cloud Processing a aikace
Ayyukan al'adun gargajiya suna duba mutum-mutumi da gine-gine zuwa gajimare masu yawa don adanawa da maidowa na dijital.
Ayyukan al'adu na al'ada suna duba mutum-mutumi da gine-gine zuwa gajimare masu yawa don adana dijital da ƙungiyoyin sabuntawa yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Point Cloud Processing a aikace
Robots suna amfani da gajimare mai zurfin kyamara don ɗaukar bin, ɗaukar sassan da ba daidai ba, da kuma nisantar cikas a cikin tarkace.
Robots suna amfani da gajimare mai zurfin kyamara don ɗaukar bin, fahimtar sassan da ba na yau da kullun ba, da kuma nisantar cikas a cikin ɗimbin wurare 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 diddigin nasarorin samarwa da tsadar kurakurai a kan 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.