Hō?ike?ia?o Sleepdown o mua o ka mua - hopena a hope. - Nā hopena maika?i loa i nā'ōnaehana ko?iko?i

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'ōleloFront - hopehana pololei nā algorithms i loko o ke?ano kāmera, pinepine pinepineNā Kūlana Kū?aihiki ke hiki. ?O kēia mau algorithms e makemake aiKe ka?ina hana i nā?ikepili sensor sensor, ma laila e hō?emi ana i ka bandwidth a me ka ukana server e hana ana ma ka hana?ana i nā hana premiliry ma ka pae kāmera. E?imi kākou i nā'āpana nui:

A. Nā kāmeka hāme?a a me ka ho?ohui?ana o Sensor

Ho?okomo?ia nā kāmera hou i nā?ano o nā?ano o nā na?au.

• Nā sensory ki?i (cmos, ccd): Hopu i nā?ikepili?ike (nā ki?i a me nā wikiō a me nā wikiō) ma lalo o nā loli ho?ololi.
• Infrared (ir) sensores: E hiki i ke kāmera e hopu i ke wikiō i ka mālamalama ha?aha?a a i?ole ka pouli piha.
• ?O ka uhi?ana a me ka hohonu hohonu: E ana i nā mamao a?ike i nā mea ma ka 3d Space, pono no ka ho?oka?awale?ana ma waena o nā mea a me ke?ano ma kahi?ano.
• Nā Michoopa: I kekahi manawa ho?ohui?ia no Audio - Nā Kūlana Kū?ai.

Ho?ouna kēia mau na?au i nā?ikepili i ka?ikepili i ka waihona hana, kahi e like ai nā algorithmski?i pre -ua noi.

b. Ki?i Prepai - Ke ka?ina hana a me ka ho?emi?ana

Ma mua o ka ho?opili?ana i kahi loiloi pa?akikī.ki?i pre -He ko?iko?i ka ho?onui?ana i ke?ano o ka wāwae o ka wāwae

• Ke hō?ike nei i nā algorithms: E wehe i ka leo leo, ma?amau me ka ho?ohana?ana i nā kānana e like meGaussian Blur or nor? A?ole e hō?ike ana i ka kūloko.
• Kūlike a me ka ho?oponopono?ana: Nā algorithms e like meHo?oponopono i kahi ho?ohui ho?ohui ho?ohuiHo?oponopono i nā mālamalama a ho?ohālikelike i ka?ike?ike.
• Māka?ika?i?ike: Ka?ike kūwaho (e.g.,?O ka mea lawelawe?o Sobel, ?Ike?o Canny Edge) E hiki ke kōkua i ka wehewehe?ana i nā palena o nā mea hana,?o ia ka mea nui no ka nānā?ana i ka mea nānā.

c hoowela. Ka nānā?ana a me ka ho?opili?ana i ke?ano

Hō?ike Hō?ike?o ia kekahi o nā hana kālā i hana?ia e nā limahana mua - nā palena palena palena. Ho?ohana pinepine?ia ia ma ke kumu o ke ho?ohālikelike?ana i nā hana kūle?a e?ike i nā mea e ne?e ai i nā mea.

• MOUKIA: Kahi?ano hana kahi e hā?awi ai ka algorithm i kahi kumu ho?ohālike e pili ana i ke?ano o ke?ano o kēia manawa. ?O kekahi ho?ololi nui e like me ka ne?e?ana i ka ne?e.
• Kāle?a?oko?a: He ala ma?alahi kahi e ho?okūkū ai ka algorithm i ka?oko?a ma waena o nā mea i loa?a, nā wahi e loli ai nā loli.
• Ka kahe o ka kahe: Kahi?ano?oi aku ka nui o ka nānā?ana i ka ne?e o ka nui o nā pika o nā koina o ka pika e?ike pinepine ai i ka ne?e, ho?ohana pinepine?iaNā Kulana Kalman Brotherterno ka nānā?ana.

d. ?O ka mea?ike a me ka nānā?ana

Ma ka mua - hopena, nā mea?ike a me ka nānā?ana a me ka nānā?ana i nā wahi pa?a e?ike a nānā i nā mea (e.g., nā kānaka, nā kānaka, nā holoholona, ??nā holoholona, ??nā holoholona, ??nā holoholona, ??nā holoholona, ??nā holoholona). ?O nā?enehana nui e pili ana:

• Yolo (nānā wale?oe i ho?okahi manawa): He Mokupuni - o - Na - Na - Art Algorithm hiki ke?ike i nā mea he nui i nā mea maoli - Ua ho?oka?awale?o Yolo i ke ki?i i loko o kahi pahu a me nā mea e ho?opili ai i nā pahu pahu no kēlā me kēia mea i loko o ka pahu.
• Haar Cascade Country: Ua ho?ohana?ia no nā hana?ike ma?alahi, e like me ka?ike maka maka, e pili ana i ka mua o nā hoa hana.
• Kahna Sunit: I ho?ohana nonānā 'ka ne?e?ana i nā mea ma waena o nā papa. Kuhi ia i ke kūlana o kahi mea e ne?e ai (kūlana, wikiwiki) a wānana i kona kūlana e hiki mai ana.

e. ?O Aomika Decoction a me nā hanana hanana

E nānā?o Anomal ma mua o ka mua - nā hopena ma?amau e hō?ike ana i nā hanana ma?amau i ka wikiō.

• Ka ne?e wikiwiki: Ka?ike o ka wikiwiki a i?ole nā ??ne?e?ole e like me ka mea e like me ka mea e holo ana a i?ole ke?ano nui.
• Cross - ka?ike laina: Ho?ohana i nā huaka?i Virtuals a i?ole nā ??laina e ho?oka?awale i nā papa hana i ka wā e hele ai kahi mea iā lākou.
• 'āpana INTRISO: E nānā inā he mea komo a e komo paha i kahi mea i koho?ia i loko o kahi kiko'ī i loko o ke?ano.

Hiki i kēia mau algorithms ke ho?oka?awale maoli - Nā Kūlana Kū?ai no kaHo?i - hopena'ōnaehana a ho?ouna paha i nā leka ho?omaopopo koke i nā limahana palekana.

2. E ho?iho?i - Ho?opau i ka ho?okō algorithm

'ōleloHo?i - hopenaKū?ama?a i ka'ōnaehana no ka hāpai?ana i ka?ikepili i ka?ike?ikepili a me ka mālama?ana i nā helu nui he nui. Hana?ia e ka loa?a?ana o nā kahawai wikiō a i?ole Metadata mai ka mua o ka mua - Nā Hana Holo a me nā Hana Kū?ai Kū?ai Kū?ai. Eia kahi ho?omaha o kaNā hana nuiHana?ia e ho?i i hope -

A. ?O ke kahua wikiō a me ka ho?ouna?ikepili

• Hō?ili?ili?ikepili: Nā kāmera i nā?ikepili wikiō wikiō i ka hope - hopena ma o ka pili pūnaewele pūnaewele pūnaewele, nā pūnaewele pūnaewele kūloko (lans)
• Kaulike: E hō?emi i ka ho?ohana?ana o BandwidthH.2664 or H.265,?o ia ka mea mālama wikiō i ka wā e hō?emi ana i ka nui o ka faila.

b. Wikiō wikiō a me ke a?o nui?ana

• Mea ho?ohana: Ka hope o ka - ka hope o ka hana - Nā hi?ohi?ona ki?eki?e e like meYolo, Wikiwiki r - cnn, a i oleSSD(Ho?okahi ki?i ki?i ki?i ki?i ki?i ki?i ki?i) no ka?ike pololei a me ka helu?ana. Ua ho?oma?ama?a?ia kēia mau hi?ohi?ona i nā data nui e?ike i nā?ano like?ole e like me nā kānaka, nā ka?a, nā holoholona, ??nā holoholona, ??nā holoholona, ??nā holoholona, ??nā holoholona

• ?Ike na?au: No ka hō?oia?ana a i?ole ka hō?oia?ana a i?ole ka hana?ana, e ho?ohana?ia nā algorithms i nā algorithms, ma?amau e like me nā hi?ohi?ona ki?eki?eHūu or Ea hohonu. ^. ?O kēia mau hi?ohi?ona ho?ohālikelike i nā maka wikiō i wikiō i kahi waihona o nā po?e i?ike?ia.

• Hana i ka hana: Ma kahi o ka nānā?ana i nā mea, hiki i ka hope - ka hopena i hiki ke ho?onohonoho hou i nā hana a i?ole nā?ano hana i loko o ke wikiō. ?O ka la?ana, e nānā ana i nā hakakā, nā ne?e kānalua, a i?ole nā ??mea kūpono'ē a?e e ho?ohana anaRnns (recurrent neural) or 3d cnns.

• Nā Hō?ike hanana: Ua?ike?ia ka leka uila - Nā Kūlana i?ike i nā mea a i?ole nā ??mea hana i nā hanana kūpono (e.g., "i?ike?ia"

c hoowela. ?O Metadata Taggging a me ka huli?ana

• Ke Kuhi Uha: Ua helu?ia kēlā me kēia ki?i ki?i a i?ole wikiō wikiō me nā metadata kūpono (e.g., kahi manawa, wahi, nā hanana.
• Ke kuhikuhi ': Ua kuhikuhi?ia nā wikiō a me nā?ikepili e hiki ke?ae no ka huli?ana. Me ka ho?ohana?ana i nā?enehana like?olePaulakai, ua lilo ia i mea ma?alahi e?imi ma o ka nui o nā ki?i wikiō e pili ana i nā hō?ailona a me Metadata.

?O ka la?ana, hiki iā?oe ke?imi i nā "?ike?ia nā kānaka i loko o ka palena palena mai 2 PM i 3 PM."

d. ?O ka loiloi hana a me ka?ike?o Apoly

• ?O ke?ano o ke?ano: Ka ho?ohana?ana i nā hi?ohi?ona o ka mīkini, a?o ka'ōnaehana mai ka nui o nā?ike mō?aukala ?O ka hi?ohi?ona a laila nā hae hae mai ka ma?amau.

• Nā hanana hanana: Ho?iho?i - Hiki i nā'ōnaehana hope ke ho?oponopono i nā hanana he nui a i?ole nā ??pahu o nā?ikepili (e.g., ho?ohuiHō?ike Hō?ikeme?ike na?au). Inā?ike?ia ka hana ma?amau, hiki i ka'ōnaehana ke hana i nā leka i hana?ia.

• Long -: I ka manawa, hiki i ka'ōnaehana ke ki?i i nā hi?ohi?ona a me nā hi?ohi?ona, e hā?awi ana i nā wahi hiki ke loa?a i kahi o nā mea hiki ke?ike i kahi hana ma kahi hana).

e. Kapuai a me ka scalability

• ?O ke Kauhi Kū?ai:?O ka?ikepili wikiō,?oi loa ke ki?eki?e - wehewehe wikiō, hiki ke mālama?ia i ke ao,?ae?ia no ka waiho?ana i ka waiwai.

• Cloud Ai Hooko: Ua hana?ia kekahi mau hana i ke ao e ho?ohana pono i ka mīkini ikaika (e.g., gpus no nā hana a?o hohonu). Hiki ke ho?ohana?ia ke ao e ho?oma?ama?a i nā hi?ohi?ona ma nā wahi nui.

3. Nā hi?ohi?ona noi

Me nā hopena holomua o mua o ka mua - hopena a me hope - E pau i ka hopena o nā algorithms.

A. ?O ke kūlanakauhale?o Urbal i nā kūlanakauhale akamai

• Ke nānā pono?ana: E nānā nā kāmera i nā kahe holo ka?a, e nānā i nā ulia, a me nā ka?a e like me nā kūle?a e like me ka wikiwiki a i?ole ke holo?ana i nā kukui?ula?ula.

• Ho?olālā Kaleponi: Ua ho?olako?ia nā kāmera me nā po?e e helu ana i nā po?e e koi ana a me nā?ano hana hana e kōkua i ka ne?e?ana o ka lehulehu, e hō?oia i ka palekana i nā wahi ākea.

• Palekana palekana: Hiki i nā kāmera ke?ike i ka hana ma?amau (e.g., hakakā a i?ole ka wehe?ana) a me nā luna a Alert.

b. ?O nā hale kū?ai hale kū?ai no ka pale?ana i ka?aihue a me nā mea kū?ai aku mea kū?ai aku

• Ka pale?ana: Ua?ike?o AI nā algorithms i nā hana kānalua e like me ka mea kū?ai aku e like me nā mea kū?ai aku a i?ole nā ??hi?ohi?ona ma?amau i nā ne?e kāma?a.

• Nā Kūlana Kū?ai: Hiki i nā mea kū?ai aku ke ho?ohana i nā kāmera e nānā i ke kahe?ana o ka mea kū?ai aku, e nānā i nā mea kū?ai aku lō?ihi e pili ana i nā'āpana he nui.

c hoowela. ?O ka palekana o ka mālama olakino a me ka haukapila

• Ho?omanawanui ka mea ma?i: Ma nā hale ho?okipa, hiki i nā mea hana hana loiloi ke nānā aku i nā ne?e ikaika e nānā ai i nā wahi pa?akikī, a i?ole nā ??mea ma?i i ka pilikia.

• ?O ka palekana limahana: Hiki i nā limahana palekana ke loa?a i nā leka uila i ka hihia o ka hana ho?oikaika a i?ole nā ??mea i loa?a?ole?ia.

d. ?O ka pale?ana o ka infrastructure infrastructure

• Nā wahi palekana - Nā wahi palekana: Nā'ōnaehana?oihana ke pale aku i ke ki?eki?e

e. Palekana home

• ?Ike?o Itruder: Ma ka palekana o ka home

• ?O ka pale?ana i ka pale: Hiki i nā kāmera ke nānā i nā hana kānalua e pili ana i nā hana ho?opi?i e pili ana i ka?aihue a me nā hō?ike?ana i nā home.

Hopena

Ka ho?ohui?ana onā algorithms akamaiI kaFront - hopeaHo?i - hopenake ho?oponopono nei i ka mahina okahaka. ^. Mai ka loa?a?ana o ka?ikepili mua a me ka hanana ma?amau i ka pae o ke kāmela e a?o ai i ka?oihana pūnaewele. E like me ko AI a me ke a?o?ana i ka mīkini hana, e lilo kēia mau'ōnaehana i mea ikaika, a me nā mea hiki ke ho?opau i nā ho?oweliweli ma mua o ka pi?i?ana.