Ndaba zuru ezu nke ihu - njedebe na az? - na-ejedebe ?g?g? isi na algorithms algorithms na sistem? onyunyo

1. FAMPE - NKWUPUTA EGO

Ihu # - njedebe algorithms na-ar? ?r? ozugbo n'ime ngalaba igwefoto, na-ab?kar? ilek?ta ike na-egbochi ike. Ebumnuche algorithms nd? a iji hazie data nke raw d? n'obodo niile, si otú a belata bandwidth na ibu nkesa site na ?r? ?r? kachas? mkpa na ?kwa igwefoto. Ka any? nyochaa isi ihe nd? d? mkpa:

a. Ngwa?r? igwefoto na ntinye uche

Camerailganiciame nke oge a na-etinye ?t?t? ?d? sens?:

• Ihe mmet?ta onyonyo (CMOS, CCD): Images na vidiyo na vidiyo) n'okpuru ?n?d? ?k? d? iche iche.
• Infrared (IR): Kwado igwefoto iji weghara vidiyo na ?ch?ch?r? ma ? b? ?ch?ch?r? zuru oke.
• LIDAR na Omimi: T?? anya d? anya ma ch?p?ta ihe na oghere 3D, bara uru maka ?mata ihe d? n'etiti ihe na mbara.
• Mixophone: Mgbe ?f?d? enwere ike maka Audio - Site na nyocha.

Ihe mmet?ta nd? a na-eziga data raw na ngalaba nhazi, ebe a na-etinye akw?kw? onyonyo tupu - a na-etinye nhazi.

b. Image tupu nhazi na mbelata mkp?t?

Tupu itinye nyocha ? b?la d? mgbagwoju anya, nhazi tupu - nhazi d? oke mkpa iji mee ka ogo nke ?kw? ah?, ?kachas? ?n?d? ?k? na-ad?gh? mma ma ? b? gburugburu

• Kpolite algorithms: Wep? ihe mmet?ta na-eji nzacha d? ka gaussian blur ma ? b? na-ab?gh? - mpaghara p?tara na-agbag?.
• Iche iche na ndozi d? mma: algorithms d? ka ihe nn?chianya Historom na-eme ka ? d? ?cha na iche na visibis.
• Nch?p?ta ?n?: Nch?p?ta ?n? (E.G., onye na-ah? maka SEBEL, nch?p?ta ihu) nwere ike inye aka k?waa ókèala, nke d? oke mkpa maka nsuso.

c. Nch?p?ta ngaghar? na nz?lite ndabere

Nch?p?ta ngaghar? b? otu n'ime ?r? d? mkpa na-eme n'ihu, na-akw?s? algorithms. ? na-esite na ?kp?r? nke ?t? at?nyere ihe ?ga nke ?ma iji ch?p?ta ihe na-akpali akpali.

• Nch?k?ta ndabere: Usoro a ebe algorithm weghaara ngbanwe ndabere nke sitere na nke ugbu a. Mgbanwe ? b?la d? oke mkpa.
• Mpempe ?d?iche: oge ??d? mfe ebe algorithm tinyere ?d?iche d? n'etiti okpokolo agba, mpaghara ?k?l?t? ebe nd? mgbanwe mere.
• Forz? ?s? ?s?: usoro ?kaibe nke ukwuu na-enyocha ngaghar? nke pixel na-aga n'ihu na-agaghar?, na-ejikar? ya na nzacha na Kalman maka nsuso.

d. Nyocha ihe na nsuso

Na ihu - gw??, nch?p?ta ihe na nsuso a na-eme n'obodo iji ch?p?ta ma soro ihe (E.G., ugbo ala, an?man?). Isi usoro g?nyere:

• Yolo (? na-ele anya otu ugboro): steeti - nke - - Art algorithm nwere ike ?ch?p?ta otutu ihe na ezigbo okwu - oge. YOLO na-ekewa foto ah? n'ime okporo ma na-ebu am?ma igbe maka ihe ? b?la na grid.
• Haar Cascade Clonioprists: eji ya maka ihe nch?p?ta ihe d? mfe, d? ka nch?ta ihu, dabere na prefor.
• Nyochaa Kalman: Ejiri maka nsuso ihe na-ebughar? na-agaghar? gafee okpokolo. ? na - eme at?mat? ?n?d? nke ihe na - akp? akp? (?n?d?, ?s? ?s?) ma buru am?ma ?n?d? ?d?nihu ya.

e. Nch?p?ta onye nyocha na ihe omume na-akpata

Nch?p?ta Nwa At?r? ah? n'ihu - z?r? na-elekwas? anya na ?ch?p?ta ihe na-ad?gh? ah?kebe na ndep?ta vidiyo:

• Mmeghar? mberede: ?ch?p?ta mmeghari ngwa ngwa ma ? b? nke a na-at?gh? anya ya, d? ka mmad? na-agba ma ? b? usoro ìgwè mmad? na mberede.
• Cross - Nch?p?ta akara: na-eji njem njem ma ? b? ah?r? na-akpalite ma ? b?r? na ihe na-agafe ha.
• Ederede mpaghara: Ch?p?ta ma ? b?r? na ihe batara ma ? b? wep? ebe a kara aka na etiti ah?.

Algorithms nd? a nwere ike ?kpalite ezigbo - oge nn?k? maka az? - Usoro njedebe ma ? b? ziga ?kwa ozugbo na nd? ?r? nchekwa ozugbo.

2. Az? - ngw?cha Algorithm

Az? - Usoro njedebe b? ?r? maka ibuli elu, na-ejikwa nyocha data siri ike ma chekwaa nnukwu mp?ak?ta data. ? na - ar? ?r? site na ?nweta iyi ma ? b? metadata site na ihu - igwefoto na - eme ka nyocha d? elu, na - eji usoro mm?ta AI na igwe. Nke a b? ndakp? nke ?r? d? mkpa emere nke az? - njedebe algorithms:

a. Mgbasa ozi vidiyo na nnyefe data

• Nch?k?ta data: Kamera na-ebufe data video na az? - njedebe site na njik? internetntanet?, netw??k? mpaghara (lans), ma ? b? ?r? igwe ojii.
• Mkpak?: Iji belata akara bandwidth, a na-enwekar? mmiri iyi egwu d? ka H.264 ma ? b? H.265, nke na-echebe ogo fa?l?.

b. Nyocha vidiyo na mm?ta miri emi

• Nch?p?ta ihe: azu - na-eji ?d? mm?ta d? egwu d? ka YOLO, ngwa ngwa r - ma ? b? SSD (Singgbap?ta SSDETTOX) maka ebumnuche ziri ezi na nhazi ya. A na-az? ?d? nd? a na nnukwu dataSets iji mata ?t?t? ihe d?ka nd? mmad?, ?gb?, an?man?, wdg.

• Nch?p?ta ihu: maka nkwenye njirimara ma ? b? ihe onyunyo, a na-eji algoriths ihu, nke dabere na ?d? mm?ta miri emi d? ka promanet ma ? b? miri emi. Modelsd? nd? a t?nyere ihu na ihe nkiri vidiyo nke nd? a ma ama.

• Ngh?ta Agè: Na mgbakwunye na ?ch?p?ta ihe, az? - ?gw?gw? nwekwara ike imep?ta omume ma ? b? omume n'ime vidiyo ah?. Iji maa at?, ?ch?p?ta ?g?, ihe na-enyo enyo, ma ? b? akparamagwa nd? ?z? na-eji RNNS (ugboro ugboro netw?k?) ma ? b? 3D.

• ?d?naya mmemme: Laghachi az? - Ezubere ihe na-ach?p?ta ihe omume bara uru (E.G.

c. Metadata na Nch?p?ta

• Jiri mkpado: Ewepu osisi ? b?la ma ? b? nke ? b?la na-akpa nkata nke metadata d? mkpa (d?ka ?m?maat?, oge, ?n?d?, ihe nd? ak?wap?tara, ihe omume).
• Indexing: A na-eme ka data d? iche iche mee ihe iji nye ohere maka ?ch? ?r? nke ?ma. Iji tekn?z? d?ka Elasticarch, ? na-ad? mfe ?ch? ?t?t? data vidiyo dabere na mkpado ma ? b? metadata.

Iji maa at?, inwere ike ?ch? "nd? mmad? ach?p?tala mpaghara amachibidoro site na 2 PM ruo 3 PM."

d. Nyocha omume na nch?p?ta AMAYAL

• Iji nweta usoro mm?ta: Iji ?d? mm?ta mm?ta igwe, usoro ah? na-am?ta site na nnukwu ihe ak?k? ihe mere eme d? na gburugburu ebe a na-ah?kar? d? na gburugburu. Ihe nlereanya ah? mere ?k?l?t? n 'usoro.

• Mmek?ah?: Laghachi na sistem? njedebe nwere ike ?mezie ?t?t? ihe omume ma ? b? iyi data (d?ka, ijik? nch?p?ta ngaghar? nwere ihu ihu). ? b?r? na ach?p?tara ?r? na-ad?gh? ah?kebe, sistem? ah? nwere ike iwep?ta nkwanye ugwu.

• Ogologo oge nyocha: Ka oge na-aga, sistem? nwere ike soro usoro na usoro, na-ebu am?ma na mpaghara izu ohi nwere ike ?nwe oke ?r?.

e. Igwe ojii na sluble

• A ga-echekwa nchekwa nke igwe ojii: vidiyo, ?kachas? d? elu - Vidiyo, ?ghazi na igwe ojii, ikwe ka nchekwa na-enwegh? ak?r?ngwa na-enwegh? ak?r?ngwa mpaghara.

• Nhazi Cylik: A na-eme nhazi ?f?d? n'igwe ojii iji mee ihe ngwaike siri ike (d?ka ?m?maat?, GPus maka ?r? mm?ta miri emi). A nwekwara ike iji igwe ojii na-az? ?d? maka nnukwu datasets.

3. Ndep?ta Ngwa

Site na ike d? elu nke ihu - njedebe na az? - na-eji ?g?g? isi algorithms, a na-eji ugbu a sistem? nyocha na ngwa d? iche iche:

a. Uru obodo obodo

• Nlekota okporo uzo: kameras nwere ike inyocha ihe ?gh?m okporo ?z?, ihe ?gh?m, na ?gb? ala na-eme ihe d? ka ?k? na-acha uhie uhie ma ? b? ?k? na-acha uhie uhie.

• Onu igwe mmadu: kamera a kwadebere na ndi mmadu na-aguta na nyocha omume algorithms na-enyere aka jikwaa oghere ndi mmadu, na-ejide nchekwa na oghere ?ha.

• Nchekwa ?ha: Kamera nwere ike ?ch?p?ta omume p?r? iche (E.G., ?g? ma ? b? nd? ?ch?ch? ozugbo) na-ah? anya.

b. Nch?p?ta ?l? ah?a maka Mgbochi Nch?p?ta ohi na ngh?ta nd? ah?a

• Mgbochi Igwe: AI Algorithms ach?p?ta omume na-enyo enyo d? ka nt?t? nt?t? ma ? b? usoro na-ad?gh? ah?kebe na mmeghar? nd? na-ere ah?a.

• Nch?k?ta nd? ah?a: Nd? na-ere ah?a nwere ike iji igwefoto iji soro ?gb?elu na-aga, nyochaa ogologo oge nd? ah?a na-etinye na ngalaba, na ebulekwa ?l? ah?a na-adabere n'?z? okporo ?z?.

c. Ah?ike Ah?ike na nchekwa ?l? ?gw?

• Nlek?ta nke onye ?r?a: N'?l? ?gw?, kamera nwere ?g?g? isi nwere ike ?lek?ta mmeghar? nd? ?r?a iji ch?p?ta ?d?da, ma ? b? nd? ?r?a na-ata ah?h?.

• Nchekwa nd? ?r?: Nd? ?r? nchekwa nwere ike ?nweta nn?k? ma ? b? na-enwegh? ikike ?nweta ?r?.

d. Nchebe ak?r?ngwa d? oke mkpa

• D? elu - Ebe nche: Sistem Systems na-echebe elu - A na-eji ebe data, na ?l? g??ment?, ebe nnabata, na nch?ta ihu, na nch?p?ta ihu.

e. Home Nche

• Nch?p?ta Incwer: Na Nchebe ?l?, igwefoto nwere ihu ?ma na ngaghar? na-emeghar? algorithms nwere ike ?mata nd? na-etinye uche, ma nwekwaa ?l? ?r? na-akpali akpali.

• Mgbochi Igwe Ngwuta: Kameras nwere ike ?ch?p?ta ihe omume nd? met?tara izu ohi na-agwa nd? obodo.

Mmechi

Ntinye aka nke algorithms algoriths na ihu - na-akw?s? ma az? - ?gw?gw? na-agbanwe agbanwe ?wa nke onyunyo. Site na nnweta data mb? na nch?p?ta ihe omume nke igwefoto na ?kwa igwefoto d? elu na ihe nkesa - Ak?k? nd? a na-enye ngw?ta zuru oke maka ?r? d? iche iche maka ?l? ?r? d? iche iche. D? ka mm?ta AI na igwe na-aga n'ihu na-aga n'ihu, usoro nd? a ga-ad? ike kar?, na-enye nchebe d? elu, na ikike nchekwa nke nwere ike igbochi ihe egwu tupu ha am?ba.