Mhinduro Pfupi
Hutano & Hupenyu Sayenzi
oneAPI Base Toolkit Inobatsira SonoScape
Gadzirisa Kuita kweiyo S-Fetus 4.0
Obstetric Screening Mubatsiri
User Guide

oneAPI Base Toolkit Inobatsira SonoScape Optimize Kuita kweS-Fetus 4.0 Obstetric Screening Assistant.

"Nekuzvipira kwedu kuR&D yakazvimirira uye kuvandudzwa kwemidziyo yekurapa, SonoScape inofara kutaura kuti tekinoroji yedu yeAI, inofambiswa neIntel® oneAPI architecture, yakakwanisa kuona kugona kwayo kushandira zvipatara pasi rese."
Feng Naizhang
Mutevedzeri weMutungamiri, SonoScape
Obstetric screening chinhu chinokosha pakuderedza kufa kwemadzimai panguva yekusununguka nekuzvara; zvisinei, nzira dzakajairwa dzekuongorora mbereko dzinoda mwero wepamusoro wehunyanzvi hwekurapa uye zvese zviri zviviri nguva- uye basa-yakanyanya. Kuti igadzirise nyaya idzi, SonoScape yakatanga yakanakisa obstetric screening system yakavakirwa pahuchenjeri hwekugadzira (AI) uye humwe hunyanzvi. Iyo sisitimu inogadzirisa kubuda kwezvibodzwa zvekuongorora kuburikidza neotomatiki chimiro chekuziva, kuyerwa, kupatsanura, uye kuongororwa kuti iwedzere kushanda nesimba uye kuderedza kuwanda kwebasa ravanachiremba.¹
Iyo S-Fetus 4.0 Obstetric Screening Mubatsiri 2 inoshandisa kudzidza kwakadzama kusimbisa yakangwara mamiriro-yakavakirwa basa modhi iyo inobvumira vanachiremba kuita sonography pasina kudiwa kwemaoko kudzora michina uye inogonesa-chaiyo-nguva inosimba kutora kwendege dzakajairwa uye otomatiki kuyerwa kwe fetal biometry. uye kukura indekisi, indasitiri kutanga. Chinangwa cheSonoscape ndechekurerutsa obstetric screening workflows uye kuita kuti zvive nyore kune varwere kuwana rubatsiro. Kuti iwedzere kuita kwayo, SonoScape yakashandisa iyo Intel® oneAPI Base Toolkit muchinjika-chivakwa kuvandudza uye optimization kukurumidza kugadzirisa yemultimodal data. Kuburikidza nepuratifomu yakavakirwa paIntel® Core™ i7 processor, kuita kwakawedzera neinosvika 20x 3 uku uchiwana mutengo wepamusoro, kuchinjika-yekuvaka scalability, uye kuchinjika.
Background: Zvikumbiro uye Zvinetso zveDiagnostic Ultrasound muObstetric Examinations
Diagnostic ultrasound inzira iyo ultrasound inoshandiswa kuyera iyo data uye morphology yemurwere physiology kana chimiro chetishu kuwana zvirwere uye kupa nhungamiro yekurapa. 4 Nekuda kwekuchengetedza, kusapinda, kuita mutengo, kuita, kudzokorora, uye kuchinjika kwakafara, musika wekuongorora ultrasound michina iri kukura nekukurumidza. Zvinoenderana nedata kubva kuFortune Bhizinesi Insights, saizi yemusika wepasi rose diagnostic ultrasound michina yemusika yaive USD 7.26 bhiriyoni muna 2020, uye inotarisirwa kusvika USD 12.93 bhiriyoni pakupera kwa2028, inomiririra musanganiswa wepagore kukura mwero (CAGR) we7.8. . 5
Kunyangwe 2D Ultrasound yakakosha pakuongororwa kwezvirwere zvechikadzi uye zvechikadzi (kunyanya mukuongororwa kwe fetus), nzira dzemazuva ose dzeultrasonography dzinotsamira zvakanyanya pahunyanzvi hweanoona. Sezvo nguva-inopedza uye hunyanzvi hwekuita manyorerwo ehunyanzvi hunodikanwa mukati mese, ultrasonography inounza matambudziko kune zvipatara munharaunda madiki uye nzvimbo dzakasimukira dzisingakwanisi kuwana tekinoroji yekurapa.
Kugadzirisa nyaya idzi, SonoScape yakagadzira smart diagnostic ultrasound solution yakavakirwa paAI tekinoroji inokwanisa kurongedza, kuona, uye kupatsanura kweakasiyana maumbirwo eanatomical kubva kumifananidzo ye ultrasound kuburikidza neyakadzama yekudzidza algorithms inomiririrwa neconvolutional neural network (CNNs). 6 Zvisinei, ikozvino yekuongorora ultrasound mhinduro inotarisana nematambudziko akati wandei:

• Midziyo yacho inoda kuwanda kwemushandisi kupindira uye ine kunonoka kwemukati, senge apo mushandisi anofanira kujairana nematanho ekushanda akasiyana kana achichinja pakati pemodhi.
• Komputa simba zvinodiwa zviri kusimuka sezvo AI algorithms inokura mukuoma. Aya maalgorithms anowanzo shandisa ekunze accelerators, senge maGPU, anowedzera mutengo, anoshandisa simba rakawanda, uye anoda kumwe kuedzwa uye chitupa. Kuenderera mberi kweAI optimization yekuita kwakanyanya uye ruzivo rwemushandisi rave dambudziko rakakosha.

SonoScape Inoshandisa iyo Intel oneAPI Base Toolkit Yekukwidziridza Kuita kwayo S-Fetus 4.0 Obstetric Screening Mubatsiri
SonoScape S-Fetus 4.0 Obstetric Screening Mubatsiri
Zvichienderana neyakajairwa kuunganidzwa uye kuyerwa kwezvikamu zveultrasound scan, varapi vanogona kushandisa obstetric screening kuti vaone zvakanyanya kukanganisa kwe fetus. SonoScape's proprietary S-Fetus 4.0 Obstetric Screening Assistant ndiyo yekutanga kuwanikwa pasi rose smart obstetric screening tekinoroji yakavakirwa pakudzidza kwakadzama. Kana yasanganiswa neSonoScape P60 uye S60 ultrasound mapuratifomu, iyo S-Fetus 4.0 inokwanisa kucherechedzwa-nguva chaiyo yezvikamu panguva yesonography process, kutora otomatiki kwezvikamu zvakajairwa, kuyera otomatiki, uye otomatiki kudyisa mhedzisiro muzvikamu zvinoenderana nekukura kwe fetal. yemushumo wezvokurapa. Ichizvikudza yekutanga smart obstetric yekuongorora basa muindasitiri, iyo S-Fetus 4.0 inovandudza zvakanyanya payakajairwa vanhu-kombuta nzira dzekudyidzana nekupa yakangwara mamiriro-yakavakirwa basa modhi inobvumira vanachiremba kuita sonography pasina kudikanwa kwekutonga nemaoko michina yakaoma, kurerutsa. maitiro esonogram, kuvandudza kushanda zvakanaka, uye kuderedza basa remugadziri wesonograph. Iro basa rinopa hunobudirira frontend quality control panguva ye ultrasound process, inosimudzira yekutarisa mhando, uye inopa yakawedzera inotungamira data munguva chaiyo yekubatsira vese vanachiremba nevarwere.

Mufananidzo 1. SonoScape's professional P60 obstetrics mudziyo wakashongedzerwa neS-Fetus 4.0.

Ichishandisa yakakosha maalgorithms, ekutanga dhizaini, uye muchinjika-chivakwa Hardware, iyo S-Fetus 4.0 inowana yakakosha tekinoroji inopa hungwaru, mamiriro-akavakirwa, akazara-maitiro, uye nyore kugashira mhinduro yekuvandudza kushanda zvakanaka uye kusimba kwevanachiremba. Yakazara mamiriro-akavakirwa mabasa anovimbisa kuti vanachiremba havafanire kushandura pakati pemanyorero uye smart modes nekukasira mukati mese maitiro, uye mishumo inogona kupedzwa nekutsvaira kwemunwe.

Mufananidzo 2. Dhizaini yemaitiro eS-Fetus 4.0 Obstetric Screening Assistant

Iyo yekumberi yekupedzisira yeS-Fetus 4.0 inogadzira data rakawanda zvinoenderana nezvinodiwa, nepo post processing inobata kuvakazve, kugadzirisa, uye optimization. Kushanda pane yakagadziridzwa uye yakagadziridzwa data, iyo chaiyo-nguva AI kuzivikanwa uye yekutevera module inoongorora uye inobvisa yakajairwa nzvimbo. Mukuita uku, iyo yakajairwa pamusoro pekuita sarudzo uye yekutumira module inoteedzera yakafanotsanangurwa nzira yekuchinja inodhirowa maficha akaverengerwa, yobva yaita ongororo yehuwandu uye inosanganisa otomatiki mumabasa anotevera.
Munguva yekusimudzira, SonoScape neIntel mainjiniya akashanda pamwechete kugadzirisa matambudziko akati wandei:

• Kuwedzera kuita optimization. Mazhinji akakodzera akadzika ekudzidza algorithms anofanirwa kushanda tandem kukurumidza kugadzirisa mabasa anoshandisa akasiyana marudzi edata uye kunyatsoita mabasa akatangwa nemushandisi pasina latency. Izvi zvinoguma nepamusoro komputa simba uye algorithm optimization zvinodiwa kune ultrasound mapuratifomu.
• Mobile application inoda. Iyo SonoScape diagnostic ultrasound system ine S-Fetus 4.0 Obstetric Screening Assistant inharembozha ine miganhu pasimba rose.
  kushandiswa uye saizi yehurongwa, zvichiita kuti zviome kushandisa discrete GPUs.
• Cross-architecture kuwedzera kune akasiyana scenarios. Iyo S-Fetus 4.0 Obstetric Screening Assistant inoda kutsigira kutama uye kuwedzera kune akawanda ezvivakwa kuti ashande munzvimbo dzakasiyana siyana dzakaoma.

Kugadzirisa matambudziko aya, SonoScape yakabatana neIntel kukwenenzvera kuita kweAI kweayo obstetric screening mubatsiri nekushandisa Intel oneAPI Base Toolkit.

Intel oneAPI Toolkits

OneAPI ndeyekuyambuka-indasitiri, yakavhurika, zviyero-yakavakirwa yakabatana programming modhi iyo inopa yakajairika yekuvandudza ruzivo pazvivakwa zvekukurumidza kuita kwekushandisa, kubereka kwakawanda, uye hunyanzvi hukuru. Iyo OneAPI yekutanga inokurudzira kubatana pane zvakajairwa zvakajairwa uye inoenderana imwe API maitirwo mukati meiyo ecosystem.
Iyo modhi yakagadzirirwa kurerutsa maitiro ekuvandudza pane akawanda ezvivakwa (seCPUs, GPUs, FPGAs, uye mamwe accelerators). Iine yakazara seti yemaraibhurari emuchinjika uye maturusi, OneAPI inobatsira vanogadzira kugadzira kodhi inoita nekukurumidza uye nemazvo munzvimbo dzakasiyana siyana.
Sezvinoratidzwa muFigure 3, iyo oneAPI purojekiti inovavarira kuvaka paIntel's rich heritage yeCPU zvishandiso uye kuwedzera kune XPUs. Inosanganisira seti yakakwana yeakakwira compiler, maraibhurari uye porting, kuongorora, uye debugging zvishandiso. Intel's referensi yekushandiswa kweoneAPI seti yezvishandiso. Intel oneAPI Base Toolkit yeNative Code Developers ndiyo yakakosha seti yepamusoro-inoshanda maturusi ekuvaka C++, Data Parallel C++ application, uye oneAPI raibhurari-yakavakirwa maapplication.
Application Workloads Inoda Diverse Hardware

Mufananidzo 3. Intel oneAPI Base Toolkit

Intel oneAPI Base Toolkit Inobatsira SonoScape Optimize Kuita kweObstetric Screening Assistant.
Mushure mekubatanidza iyo Intel oneAPI Base Toolkit kune yavo system, SonoScape yakacherekedza nzira dzinoverengeka dzekugadzirisa.
Pahardware layer, mhinduro inoshandisa komputa dhizaini yakavakirwa pane yechigumi neimwe Gen Intel® Core ™ i11 processor inopa yakagadziridzwa kuita kwekuita, inodya musimboti mutsva uye magadzirirwo emifananidzo, uye inopa AI-yakavakirwa optimization yekuita kwakanakisa kweakasiyana mitoro. Yakashongedzerwa neIntel® Deep Learning Boost (Intel® DL Boost) tekinoroji, purosesa inopa rutsigiro rwakasimba rweinjini dzeAI uye mashandiro akawedzerwa emitoro yakaoma seAI uye kuongororwa kwedata.
11th Gen Intel Core processors zvakare yakabatanidza Intel® Iris® Xe mifananidzo, ichigonesa mitoro yebasa kuwedzera iyi GPU yakabatanidzwa. Inogona kutsigira akapfuma akasiyana emhando dzedata uye inoratidzira yakaderera-simba rekuvaka.
Iyo data processing flow yemhinduro inoratidzwa pasi apa (Mufananidzo 4). Yakashongedzerwa nemacores akagadziridzwa kubata kwe data-yakanyanya mitoro, iyo Intel Iris Xe mifananidzo ine basa rekuzivikanwa-chaiyo-nguva uye yekutevera maitiro uye kuzadzikiswa kwepamusoro-frequency real-time execution (yega yega furemu yemufananidzo inofanirwa kugadziriswa kana nehungwaru inferred) .
Iyo Intel Core i7 processor inobata yakajairwa pamusoro pekuita sarudzo uye kutumira; adaptive chikamu chinoburitsa, chiyero chekuongorora, uye mamwe maitiro; uye kuitwa kwekushandisa logic uye AI inference panguva yekuderera. Dhata-yakadzika uye ine mutoro wezvine musoro inference, iyo multimodal data optimization uye kugadzirisa module yakagadziridzwa muzvikamu zvishanu zvakakosha kuburikidza neiyo API Toolkit. Mushure mekugadzirisa, SonoScape obstetric screening mubatsiri anogona kushandisa zviwanikwa zvese zveCPU uye iGPU, zvichipa mashandiro akawedzerwa kuti asangane nezvido zvekushanda uye kugadzirisa ruzivo rwemurwere.
SonoScape neIntel yakatarisana nekugadzirisa uye kuyedzwa kwekuita kwepuratifomu inotevera:

Mufananidzo 4. Architecture yeSonoScape obstetric screening mubatsiri

Yakakwana Performance Optimization uchishandisa Intel Software Zvishandiso
Optimization #1: Kutanga, SonoScape yakashandisa iyo Intel® VTune™ Profiler kuongorora mutoro wavo webasa. The profiler inogona kukurumidza kuona CPU uye GPU mutoro wekuita mabhodhoro uye inopa ruzivo rwakakodzera. Sezvinoratidzwa mumufananidzo uri pazasi, vector kugadzirisa inoshandisa zvizere Intel's yakakwirira yekuraira kuburikidza uye inotsigira kuenderana kugadziridzwa kwedata kukurumidza kunatsiridza mashandiro pane scalar mashandiro.

Mufananidzo 5. Scalar processing vs. Vector processing

SonoScape yakashandisawo DPC++ Compiler mune oneAPI toolkit kudzokorodza kodhi yayo uye kugadzira vector rairo yekusimudzira kuita, ichidzikisa kumhanya kwemutoro webasa kubva pa141 ms kuenda ku33 ms⁷ chete.
Optimization #2. Kamwe mabhodhoro ekuita akaonekwa neVTune Profiler, SonoScape yakavatsiva neAPIs kubva kuIntel® Integrated Performance Primitives
(Intel® IPP), raibhurari ye-cross-platform software yemabasa ayo anosanganisira accelerators ekugadzirisa mifananidzo, kugadzirisa zviratidzo, kudzvanya data, encryption nzira, uye mamwe maapplication. Intel IPP inogona kugadzirwa kuti CPUs ivhure zvichangobva kuitika zveIntel architecture mapuratifomu (akadai seAVX-512) kuvandudza kushanda kweapp.
For example, iyo ippsCrossCorrNorm_32f uye ippsDotProd_32f64f mabasa anogona kunatsiridza mashandiro nekubvisa maverengero e-dual-layer loop uye kuwanza/kuwedzera zvishwe. Kuburikidza nekugadzirisa kwakadaro, SonoScape yakakwanisa kuwedzera kukurumidza kwekugadzirisa kwebasa rekushanda kubva pa33 ms kusvika ku13.787 ms⁷.
Optimization #3. Pakutanga yakagadziridzwa neIntel, iyo Open Source Computer Vision Library (OpenCV) OpenCV inogona kushandiswa kugadzira chaiyo-nguva yekugadzirisa mifananidzo, kuona komputa, uye maitiro ekuzivikanwa zvirongwa, uye inotsigira kushandiswa kweIntel IPP yekukurumidza kugadzirisa⁸.
Nekutsiva OpenCV mabasa mune kodhi kodhi ine IPP mabasa, mhinduro inoyera zvakanaka mune yakakura-chiyero data mamiriro uye inoita zvakanaka muzvizvarwa zvese zveIntel mapuratifomu.
Optimization #4. Sonoscape's S-Fetus 4.0 obstetric screening mubatsiri inoshandisawo Intel® DPC++ Compatibility Tool kuti ifambise zvakanaka iripo CUDA kodhi kuDPC++, ichiva nechokwadi chekupindirana-yekuvaka kuenderana uye kuderedza nguva inodiwa yekutama. Sezvinoratidzwa muMufananidzo 6, chishandiso chinopa mabasa ane simba ekudyidzana kubatsira vanogadzira kutamisa CUDA kodhi, kusanganisira kernel kodhi uye API mafoni. Chishandiso chacho chinogona kungotama 80-90 percent⁹ yekodhi (zvichienderana nekuoma kunzwisisa) uye inomisikidza zvirevo kubatsira vanogadzira kupedzisa nhanho yemanyorero yekutama. Muchidzidzo ichi, ingangoita 100 muzana yekodhi yakangotamiswa nenzira inoverengwa uye inogona kushandiswa.

Mufananidzo 6. Workflow chart yeIntel DPC ++ Compatibility Tool

Mushure mekunge magadzirirwo aya apera, kuita kweSonoScape S-Fetus 4.0 ichimhanya papuratifomu ine hterogeneous yakavakirwa paIntel oneAPI DPC++ yakawedzera neinosvika 20x iyo yekutanga data data yakanyorwa isati yaitwa, sezvakaratidzwa mumufananidzo 7⁷.

Nguva Yekugadzirisa yeMultimodal Workload (ms pasi iri nani)Mufananidzo 7. Kuvandudza Kwekuita neIntel oneAPI Base Toolkit⁷

(Baseline: Code before optimization; Optimization 1: Intel oneAPI DPC++ Compiler; Optimization 2: Intel IPP yakashandiswa kutsiva loop source code;
Optimization 3: Intel IPP inoshandiswa kutsiva OpenCV mabasa; Optimization 4: CPU + iGPU kuuraya mushure meCUDA kutama)
Mhedzisiro: Yakanakisa Kuita uye CrossArchitecture Scalability
Nekushandisa Intel Core i7 processors ine yakasanganiswa Intel Iris Xe giraidhi kuti ipe pasi pasi pesimba rekombuta uye Intel oneAPI heterogeneous chikuva chekugadzirisa, SonoScape obstetric screening mubatsiri akakwanisa kuenzanisa kuita, mutengo-kubudirira, uye scalability pamapuratifomu akawanda.

• Performance. Nekushandisa Intel XPUs neIntel oneAPI Toolkits, SonoScape obstetric screening mubatsiri akakwanisa kuona kusvika ku20x yakavandudzwa maitiro vs.
• Kuchengetedza mari. Nekuita yakazara optimization uye nekushandisa iyo ine simba mashandiro uye inochinjika dhizaini yeIntel Core i7 processor, SonoScape inongoda CPU uye iGPU zviwanikwa kuti izadzise zvinangwa zvayo zvekuita. Izvi zvigadziriso zvehardware zvinoderedza zvinodikanwa zvemagetsi, kupisa kupisa, uye nzvimbo. Mhinduro yacho ikozvino inogona kuisirwa padiki diagnostic ultrasound michina yemamwe anochinjika ekugadzirisa sarudzo. Iko kubatanidzwa kweCPU uye iGPU zviwanikwa zvinopa zvakare hupenyu hwebhatiri, pamwe nepamusoro scalability uye kuvimbika.
• Heterogeneous Scalability. Mhinduro inotsigira hurongwa hwakabatana pane heterogeneous Hardware senge CPUs uye iGPUs, inovandudza budiriro yekuchinjika-yekuvaka hurongwa, uye inogonesa kuchinjika kwekuita kwevabatsiri vezvekudzivirira kuongorora pane akasiyana magadzirirwo ehardware zvese uku uchivimbisa mushandisi akatsiga.
  ruzivo.

Outlook: Yakawedzera Kubatanidzwa kweAI uye Medical Application
Smart diagnostic ultrasound chinhu chakakosha chekubatanidza kweAI uye matekinoroji ekurapa ayo anobatsira kudzikisa kuremerwa kwebasa nachiremba uye kunatsa kukurumidza kwemaitiro ekurapa¹⁰. Kufambisa kushandiswa kweAI uye zvikumbiro zvekurapa, Intel iri kushanda nevadyidzani vakaita seSonoScape kukurumidza kuvandudza dhijitari kuburikidza neXPU yekuvaka inoumbwa neCPUs, iGPUs, yakatsaurirwa accelerators, FPGAs, uye software uye hardware zvigadzirwa senge oneAPI programming modhi mu indasitiri yezvokurapa.
"Intel® oneAPI Base Toolkit yakatibatsira kukwidziridza makiyi modules nenzira inobudirira, tichiona kuwedzera kwe20x⁷ mukuita uye kusimudzira kwakabatana pamapuratifomu eXPU. Kuburikidza neIntel tekinoroji, mubatsiri wedu weobstetric screening awana mabhindauko maererano nekuita uye scalability uye anogona kupa nzira inoshanda yehuchenjeri hwekudzivirira chirwere chekubatsira masangano ekurapa shanduko kubva kune yakajairwa ultrasound kuenda kune smart ultrasound uye kubatsira vanachiremba.
mubasa chairo uye rinoshanda rekuvandudza mhedzisiro yevarwere. "
Zhou Guoyi
Musoro weSonoScape Medical Innovation Research Center
About SonoScape
Yakatangwa muna 2002 muShenzhen, China, SonoScape yakazvipira ku "Kutarisira Hupenyu kuburikidza neInnovation" nekupa ultrasound uye endoscopy mhinduro. Nerutsigiro rusina musono, SonoScape inopa kutengesa kwepasirese uye sevhisi munyika dzinopfuura zana nemakumi matatu, ichibatsira zvipatara zvemuno uye vanachiremba vane humbowo hwekufungidzira hwekufungidzira uye rutsigiro rwehunyanzvi. Kudyara makumi maviri muzana emari yakazara muR&D pagore, SonoScape yakaramba ichiunza zvigadzirwa zvitsva zvekurapa uye matekinoroji mumusika gore rega rega. Ikozvino inokura kuita nomwe dzeR&D nzvimbo muShenzhen, Shanghai, Harbin, Wuhan, Tokyo, Seattle, uye Silicon Valley. Kuti uwane rumwe ruzivo, ndapota shanyira yedu yepamutemo website www.sonoscape.com.
About Intel
Intel (Nasdaq: INTC) mutungamiri weindasitiri, achigadzira tekinoroji inoshandura nyika inogonesa kufambira mberi kwepasirese uye kupfumisa hupenyu. Kufemerwa neMutemo waMoore, isu tinoramba tichishanda kufambisira mberi dhizaini uye kugadzira kwemasemiconductors kubatsira kugadzirisa matambudziko makuru evatengi vedu. Nekuisa hungwaru mugore, network, kumucheto, uye nechero rudzi rwekombuta mudziyo, tinoburitsa mukana wedata kushandura bhizinesi nenharaunda kuti ive nani. Kuti udzidze zvakawanda nezve Intel's innovation, enda ku newsroom.intel.com uye intel.com.

Mhinduro inopihwa ne:

1. Kubudirira kwekuwedzera kwe50% kunobva pane yekuongorora dhata mushure mekuongororwa kwekiriniki kubva kune gumi nemasere vanachiremba vepakati & ruzivo rwepamusoro muzvipatara zve18 mushure memwedzi 5.
   Kuderedzwa kwehuwandu hwebasa re70% zvichienderana nekuongorora matanho anodiwa kuti upedze kuongororwa kwechiremba uchishandisa maitiro ekuvhiya akaenzana vs. S-Fetus.
2. Kuti uwane rumwe ruzivo nezve S-Fetus 4.0 Obstetric Screening Mubatsiri, ndapota shanya https://www.sonoscape.com/html/2020/exceed_0715/113.html
3. Mhinduro dzebvunzo dzakapihwa neSonoScape. Magadzirirwo ebvunzo: Intel® Core™ i7-1185GRE processor @ 2.80GHz, Intel Iris® Xe mifananidzo @ 1.35 GHz, 96EU, Ubuntu 20.04, Intel® oneAPI DPC++/C++ Compiler, Intel® DPC++ Compatibility Tool, Intel® oneAPI DPC++ Library, Intel® oneAPI DPC++ Library ® Yakabatanidzwa Performance Primitives, Intel® VTune™ Profiler
4. Wells, PNT, "Misimboti Yepanyama yeUltrasonic Diagnosis." Medical uye Biological Engineering 8, Nhamba 2 (1970): 219-219.
5. https://www.fortunebusinessinsights.com/industry-reports/ultrasound-equipment-market-100515
6. Shengfeng Liu, et al., "Kudzidza Kwakadzika muKuongorora Kwekurapa Ultrasound: A Review.” Injiniya 5, Nhamba 2 (2019): 261-275
7. Mhinduro dzebvunzo dzakapihwa neSonoScape. Ona backup yezvigadziriso zvekuyedza.
8. https://en.wikipedia.org/wiki/OpenCV
9. https://www.intel.com/content/www/us/en/developer/articles/technical/heterogeneous-programming-using-oneapi.html
10. Luo, Dandan, et al., "A Prenatal Ultrasound Scanning Approach: One-Touch Technique muSecond and Third Trimesters." Ultrasound Med Biol. 47, Nhamba 8 (2021): 2258–2265.
    https://www.researchgate.net/publication/351951854_A_Prenatal_Ultrasound_Scanning_Approach_One-Touch_Technique_in_Second_and_Third_Trimesters

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Kuedzwa neSonoScape kubva Sep 3, 2021. Kugadziriswa kwebvunzo: Intel® Core™ i7-1185GRE processor @ 2.80GHz, ine kana isina Intel Iris® Xe mifananidzo @ 1.35 GHz, 96EU, Ubuntu 20.04, Intel® oneAPI
DPC++/C++ Compiler, Intel® DPC++ Compatibility Tool, Intel® oneAPI DPC++ Library, Intel® Integrated Performance Primitives, Intel® VTune™ Profiler
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Zvinyorwa / Zvishandiso

intel oneAPI Base Toolkit Inobatsira SonoScape Kukwidziridza Kuitwa kweiyo S-Fetus 4.0 Obstetric Screening Mubatsiri [pdf] Bhuku reMushandisi oneAPI Base Toolkit Inobatsira SonoScape Optimize Kushanda kweS-Fetus 4.0 Obstetric Screening Assistant, S-Fetus 4.0 Obstetric Screening Assistant, Obstetric Screening Assistant, Screening Assistant, Mubatsiri

References

• User Manual