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Vadzo Imaging Explains How Dynamic ROI Windowing in Industrial Cameras Dramatically Increases Frame Rate Without Sensor Upgrades

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Home»Web3»Vadzo Imaging Explains How Dynamic ROI Windowing in Industrial Cameras Dramatically Increases Frame Rate Without Sensor Upgrades
Web3

Vadzo Imaging Explains How Dynamic ROI Windowing in Industrial Cameras Dramatically Increases Frame Rate Without Sensor Upgrades

July 18, 2026No Comments27 Mins Read

Vadzo Imagi g explai s how image se so wi dowi g wo ks at the se so level i a ROI i dust ial came a a d why this ative capability of CMOS image se so s allows embedded visio e gi ee s to ext act substa tially highe f ame ates f om existi g ha dwa e without se so eplaceme t, demo st ated th ough the Falco -2020MRS 20MP mo och ome USB came a built o the O semi Hype Lux AR2020 se so , the Falco -521MRS 5MP NIR mo och ome came a built o the AR0521 se so a d the Falco -234MGS 2MP global shutte came a built o the AR0234 se so , all of which suppo t co figu able ROI wi dowi g with softwa e co t ol.

IRVINE, CA / ACCESS Newswi e / July 17, 2026 / Vadzo Imagi g, a p ovide of embedded visio came a p oducts fo i dust ial a d OEM deployme ts, today add esses o e of the most co siste t e gi ee i g co st ai ts i high-speed imagi g system desig : how to achieve highe f ame ates f om a Dy amic ROI i dust ial came a without eplaci g the se so o movi g to a mo e expe sive ha dwa e co figu atio . The tech ical expla atio cove s the pixel eadout mecha ism that li ks ROI size to f ame ate, the system-level effects of educed se so eadout a ea o USB ba dwidth a d host p ocessi g load, a d the desig pa amete s that dete mi e the achievable f ame ate optimizatio gai f om image se so wi dowi g o th ee came a p oducts i Vadzo’s mo och ome USB came a se ies.

Why Full-Se so Readout C eates a F ame Rate Ceili g i High-Speed Machi e Visio

High- esolutio CMOS image se so s delive spatial esolutio that is esse tial fo detailed i spectio tasks. A 20-megapixel se so captu es e ough pixel data to esolve small featu es ac oss a wide field of view. A 5-megapixel se so cove s mid- a ge i spectio equi eme ts with a pixel cou t that bala ces esolutio a d data th oughput. A 2MP global shutte came a captu es motio -accu ate f ames at 1080p-class esolutio . Each of these is the co ect tool fo specific imagi g equi eme ts, but ope ati g a y of them at full esolutio comes with a f ame ate ceili g that is built i to the se so ‘s pixel eadout a chitectu e a d ca ot be bypassed th ough softwa e alo e.

The eadout mecha ism of a CMOS olli g shutte se so exposes a d eads ows seque tially f om the top to the bottom of the pixel a ay. The time betwee the fi st ow bei g exposed a d the last ow completi g eadout defi es the f ame pe iod. At the maximum data ate of the se so output cha els, this f ame pe iod sets the uppe limit o achievable f ames pe seco d. Fo a 20-megapixel se so with thousa ds of active ows, this ceili g is sig ifica tly lowe tha fo a se so with fewe active ows because mo e ows must be sca ed pe f ame. A 20MP se so that ope ates at a give f ame ate at full esolutio ca delive substa tially highe f ame ates whe o ly a f actio of its ows a e active pe cycle. This is p ecisely whe e Dy amic ROI wi dowi g p ovides a di ect e gi ee i g path fo wa d by est icti g the active eadout a ea a d educi g the umbe of ows the se so p ocesses i each f ame pe iod.

How Regio of I te est Wi dowi g Wo ks at the Pixel Level

Regio of i te est wi dowi g is a se so -level co figu atio that est icts the active eadout a ea of the pixel a ay to a defi ed ecta gula sub- egio . The se so ‘s ow add essi g ci cuit begi s eadout at the fi st active ow of the defi ed ROI a d e ds at the last. Rows above a d below the ROI bou da y a e ot ead out. They may be skipped o bla ked depe di g o the se so ‘s a chitectu e, but the key outcome is that the total umbe of active ows i each eadout cycle is educed to the height of the co figu ed egio . This is a c opped se so eadout impleme ted at the ha dwa e level with o computatio al c oppi g o upsampli g o the host.

Vadzo’s Dy amic ROI I dust ial Came a Po tfolio with Native Wi dowi g Suppo t

Vadzo Imagi g’s mo och ome USB came a se ies i cludes th ee came a p oducts whose se so a chitectu es a d i te face co figu atio s add ess the full a ge of embedded visio f ame ate optimizatio equi eme ts th ough ative egio of i te est wi dowi g. Each p oduct impleme ts co figu able ROI th ough the VISPA ARC SDK, e abli g OEM teams to defi e the ROI positio , width, a d height p og ammatically a d adjust wi dowi g pa amete s betwee imagi g modes without ha dwa e eco figu atio .

Falco -2020MRS USB Came a with Dy amic ROI: 20MP O semi Hype Lux AR2020 Mo och ome USB Came a

The Falco -2020MRS is a high f ame ate i dust ial came a built o the O semi Hype Lux AR2020 se so . As a la ge-fo mat high- esolutio mo och ome i dust ial came a, it is the co ect choice fo applicatio s that equi e spatial cove age of a wide i spectio a ea at maximum detail, a d it is also the most compelli g platfo m fo ROI wi dowi g f ame ate gai s because the p opo tio al i c ease i f ame ate whe movi g f om a full 20-megapixel eadout to a a ow ROI is the la gest i the po tfolio. Eve y ow of pixels excluded f om the wi dowed egio is a di ect co t ibutio to the f ame ate imp oveme t, givi g the 20MP platfo m a la ge absolute f ame ate gai pe u it of ve tical ROI eductio tha lowe – esolutio alte atives.

Key specs: O semi Hype Lux AR2020 | 20MP 5120(H) x 3840(V) | 1/1.8″ | 1.4 µm x 1.4 µm Pixel Size | Mo och ome | Rolli g Shutte | USB 3.2 Ge 1 Type C I te face Backwa d Compatible to USB 2.0 | -30⁰C to 70⁰C Ope ati g Tempe atu e | ROI Wi dowi g via VISPA ARC SDK | Wi dows a d Li ux | UVC, RoHS 3 & REACH Complia t

Falco -521MRS USB came a with Dy amic AOI: 5MP NIR Mo och ome USB Came a Built o the AR0521 Se so

The Falco -521MRS is a NIR mo och ome came a built o the AR0521 se so . As a dedicated ea -i f a ed se sitive mo och ome imagi g platfo m, it se ves applicatio s whe e visible light illumi atio is i adequate o u desi able, a d whe e NIR wavele gth imagi g delive s supe io co t ast, se sitivity, o mate ial diffe e tiatio . These i clude ba code eadi g u de 850 m LED illumi atio , vei patte imagi g i medical a d biomet ic systems, semico ducto wafe defect i spectio u de ea -i f a ed st uctu ed light, ag icultu al p oduce so ti g whe e NIR eflecta ce diffe e tiates i te al quality att ibutes, a d machi e visio deployme ts whe e ambie t visible light i te fe e ce must be ejected by wavele gth athe tha by optical filte i g.

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Fo high-speed i dust ial came a applicatio s i this catego y, the AR0521 se so ‘s 5-megapixel esolutio p ovides mea i gful ROI wi dowi g head oom. Whe the ta get, whethe a ba code st ipe, a vei patte , o a defect zo e, occupies a a ow egio of the se so field of view, co figu i g the AOI (A ea of I te est) dy amically to match the ta get a ea i c eases the achievable f ame ate sig ifica tly while also educi g the pe -f ame NIR image data that the host must p ocess. This is pa ticula ly valuable i flow-th ough i spectio systems whe e sample th oughput o the p ocessi g li e is the p ima y system pe fo ma ce met ic a d whe e the combi atio of NIR se sitivity a d f ame ate e ha ceme t defi es whethe the imagi g platfo m ca keep pace with the li e speed.

Key specs: O semi AR0521 | 5MP 2592(H) x 1944(V) | 1/2.5″ | 2.2 µm x 2.2 µm Pixel Size | NIR Mo och ome | Rolli g Shutte | USB 3.2 Ge 1 Type C I te face Backwa d Compatible to USB 2.0 | -30⁰C to 70⁰C Ope ati g Tempe atu e | Dy amic AOI Wi dowi g via VISPA ARC SDK | Wi dows, Li ux | UVC, RoHS 3 a d REACH

Falco -234MGS Dy amic ROI USB came a: 2MP Mo och ome Global Shutte USB Came a Built o the AR0234 Se so

The Falco -234MGS is a AR0234 mo och ome came a with global shutte a chitectu e, built o a 1/2.6-i ch CMOS se so with 3.0 µm pixel pitch delive i g 1920 x 1200 esolutio ove USB 3.2. As a global shutte USB came a, it elimi ates the olli g shutte disto tio that appea s whe eithe the subject o the se so is i motio du i g eadout, maki g it the co ect se so a chitectu e fo co veyo i spectio , obotic guida ce, a d a y machi e visio applicatio whe e subject velocity, vib atio , o came a motio occu s du i g the imagi g eve t.

Key specs: O semi AR0234 | 1/2.6″ | 3.0 µm x 3.0 µm Pixel | 2MP 1920(H) x 1200(V) | Global Shutte | Mo och ome | USB 3.2 Ge 1 Type C I te face Backwa d Compatible to USB 2.0 | -40⁰C to 85⁰C Ope ati g Tempe atu e | Real-Time Dy amic ROI Wi dowi g via VISPA ARC SDK | Wi dows, Li ux | UVC, RoHS 3 a d REACH











Specificatio

Falco -2020MRS

Falco -521MRS

Falco -234MGS

Se so

O semi Hype Lux AR2020

O semi AR0521

O semi AR0234

Resolutio

20MP – 5120(H) x 3840(V)

5MP – 2592(H) x 1944(V)

2MP – 1920(H) x 1200(V)

Se so Fo mat

1/1.8″

1/2.5″

1/2.6″

Pixel Pitch

1.4 µm

2.2 µm

3.0 µm

Shutte Type

Rolli g Shutte

Rolli g Shutte

Global Shutte

Spect al Output

Mo och ome

NIR Mo och ome

Mo och ome

I te face

USB 3.2

USB 3.2

USB 3.2

ROI Wi dowi g

Yes – VISPA ARC SDK

Yes – VISPA ARC SDK

Yes – VISPA ARC SDK

Complia ce

UVC, RoHS 3 a d REACH

UVC, RoHS 3 a d REACH

UVC, RoHS 3 a d REACH

“High- esolutio se so s a e ofte chose fo thei spatial cove age, but i p actice, ma y deployme ts use o ly a f actio of that a ea fo the most time-c itical imagi g task. Real-Time Dy amic ROI st eami g allows the same se so ha dwa e to delive both the esolutio that detail i spectio equi es a d the high f ame ate came a pe fo ma ce that high-speed th oughput dema ds, th ough softwa e co figu atio athe tha ha dwa e cha ge. The Falco -2020MRS, Falco -521MRS, a d Falco -234MGS we e built o se so a chitectu es whe e this flexibility is a p oductio capability, ot a wo ka ou d. Fo embedded visio e gi ee s who a e hitti g f ame ate ceili gs with thei cu e t se so selectio , u de sta di g image se so wi dowi g a d havi g a came a platfo m that impleme ts it co ectly with full SDK suppo t is ofte the mo e di ect solutio tha upg adi g the se so .” – Alwi Vi ce t, P oduct Ma age , Vadzo Imagi g

Ta get Applicatio s

Machi e Visio a d Automated Optical I spectio : Automated optical i spectio o p i ted ci cuit boa d assembly li es, semico ducto wafe su face a alysis, a d display pa el defect detectio systems all i volve high-speed co veyo o i dexi g motio whe e the i spectio egio of i te est may occupy a f actio of the se so ‘s full field of view. Ope ati g a i dust ial came a at full se so esolutio to i spect that wi dow at p oductio li e speed p oduces u ecessa y pixel data a d imposes a f ame ate ceili g that ROI wi dowi g esolves di ectly at the se so level. The Falco -234MGS with AR0234 global shutte se so a d co figu able ROI delive s the motio -a tifact-f ee imagi g that co veyo -paced i spectio equi es at the f ame ate that p oductio th oughput dema ds.

Semico ducto a d Elect o ics Ma ufactu i g: Wafe defect i spectio u de ea -i f a ed st uctu ed illumi atio , die attach alig me t ve ificatio i semico ducto packagi g, a d solde joi t quality assessme t i su face mou t tech ology all ely o mo och ome o NIR imagi g with p ecise spatial esolutio a d ep oducible illumi atio co t ol. The Falco -521MRS NIR mo och ome came a built o the AR0521 se so add esses this class of applicatio di ectly, delive i g ea -i f a ed se sitive imagi g with ROI wi dowi g suppo t th ough the VISPA ARC SDK fo high-speed semico ducto i spectio wo kflows whe e NIR illumi atio co t ol a d fast acquisitio ate a e both system equi eme ts.

Life Scie ces a d Medical Imagi g: Flow cytomet y, cell cou ti g a d classificatio , mic ofluidic cha el imagi g, a d labo ato y automatio plate eadi g systems all i volve ta gets that move th ough a defi ed imagi g egio at co t olled velocities. The imagi g egio is a a ow cha el c oss-sectio , a d the f ame ate equi ed to captu e sufficie t cells o samples pe seco d is dete mi ed by the sample flow ate a d the ta get de sity. A 5MP mo och ome came a with ROI wi dowi g ca be co figu ed to focus the eadout o the cha el width, delive i g the th oughput eeded fo the sample velocity without ope ati g the full 5MP a ay at a lowe speed. Fo cli ical imagi g a d diag ostic i st ume t develope s, the Falco -234MGS p ovides a compact USB 3.2 platfo m whe e global shutte accu acy a d co figu able f ame ate combi e i a fo m facto suited to be chtop i st ume ts a d po table diag ostic devices. Vadzo suppo ts imagi g i teg atio fo medical device a d patie t ca e applicatio s with di ect applicatio e gi ee i g assista ce fo OEM p oductio p og ams.

I dust ial Automatio a d Robotics: Pick-a d-place obot visio systems, visual se voi g fo obot guida ce a d pa t alig me t, a d AGV avigatio ma ke detectio all equi e eal-time feedback at high f ame ates to suppo t closed-loop co t ol. The late cy f om captu e to decisio is a di ect fu ctio of how quickly the se so completes a f ame eadout. ROI wi dowi g o a compact global shutte USB came a educes this late cy by limiti g the eadout to the egio co tai i g the ma ke , alig me t featu e, o avigatio ta get. The Falco -234MGS with AR0234 global shutte se so delive s motio -accu ate f ames at the f ame ates that obotic guida ce applicatio s equi e withi the compact boa d dime sio s that embedded obot a d AGV platfo ms dema d. Fo deployme t guida ce i automatio a d obotics e vi o me ts, Vadzo p ovides di ect applicatio suppo t fo OEM i teg atio p og ams.

Sma t City a d I tellige t T a spo tatio : Lice se plate cha acte captu e, pedest ia flow a alysis, a d i f ast uctu e mo ito i g i sma t city solutio s deployme ts all i volve ta gets that spe d a limited time i the se so field of view. F ame ate dete mi es how ma y f ames a e available of each vehicle o pedest ia c ossi g the imagi g zo e. ROI wi dowi g focused o the egist atio plate egio of the se so field of view allows a high f ame ate i dust ial came a to maximize captu e eve ts i the time wi dow available, i c easi g the p obability of at least o e sha p a d co ectly exposed f ame suitable fo OCR p ocessi g. The Falco -2020MRS with a 20MP AR2020 se so ca be wi dowed to cove o ly the plate egio at a much highe f ame ate tha full se so eadout allows, maki g it a compelli g optio fo multi-la e lice se plate ecog itio i f ast uctu e whe e esolutio a d captu e th oughput a e both equi ed simulta eously.

F eque tly Asked Questio s

Q: How does Dy amic ROI wi dowi g i c ease f ame ate i a i dust ial USB came a?

A: I a CMOS image se so , the pixel a ay is ead out ow by ow f om top to bottom. Each ow equi es a defi ed amou t of time to complete its eadout cycle. The total f ame pe iod is app oximately the sum of all i dividual ow eadout times plus the ve tical bla ki g i te val equi ed betwee f ames. This mea s the f ame pe iod scales app oximately li ea ly with the umbe of active ows i cluded i the eadout.

Whe egio of i te est wi dowi g is co figu ed o a i dust ial came a, the se so ‘s ow add essi g ci cuit sta ts at the fi st ow of the defi ed ROI a d stops at the last. Rows outside the ROI a e ot i cluded i the eadout. This educes the total umbe of active ows pe f ame, sho te s the f ame pe iod, a d aises the achievable f ames pe seco d. A ve tical ROI cove i g half the se so height app oximately halves the f ame pe iod a d app oximately doubles the f ame ate. A ve tical ROI of o e qua te of the se so height app oaches fou times the full- esolutio f ame ate ceili g.

Ho izo tal ROI eductio has a seco da y effect. It educes the umbe of pixels pe li e a d the efo e the pe -f ame data volume, which lowe s the ba dwidth equi eme t o the USB i te face a d educes host-side p ocessi g load. The combi atio of ve tical a d ho izo tal ROI wi dowi g p oduces the maximum achievable f ame ate f om the c opped se so eadout while also mi imizi g data th oughput. Fo global shutte se so s like the AR0234, the f ame ate gai comes e ti ely f om the educed eadout phase, ot f om a y cha ge i exposu e timi g, because global shutte se so s expose all pixels simulta eously ega dless of ROI co figu atio . The global shutte exposu e accu acy is fully p ese ved withi the wi dowed egio .

Q: Which USB came a with Dy amic AOI wi dowi g is best fo high-speed machi e visio a d automated i spectio ?

A: Fo the highest esolutio with the maximum AOI wi dowi g f ame ate head oom, Vadzo Imagi g’s Falco -2020MRS is built o the O semi Hype Lux AR2020 20MP mo och ome se so . Its la ge active pixel a ay p ovides the g eatest absolute f ame ate e ha ceme t whe wi dowed to a small i spectio egio , maki g it the st o gest optio fo applicatio s that alte ate betwee full- esolutio detail captu e a d high-speed imagi g i the same deployme t without ha dwa e cha ge.

Fo ea -i f a ed se sitive i spectio at 5MP, Vadzo’s Falco -521MRS is built o the AR0521 NIR mo och ome se so . As a dedicated NIR mo och ome came a with ROI wi dowi g suppo t th ough the VISPA ARC SDK, it is the app op iate choice fo ba code eadi g u de 850 m illumi atio , NIR-based defect i spectio i semico ducto ma ufactu i g, a d biological sample imagi g i labo ato y automatio systems whe e visible light ejectio a d high th oughput f ame ates a e both equi ed.

Fo motio -accu ate high-speed i spectio o co veyo s a d obotic systems whe e olli g shutte disto tio is u acceptable, Vadzo’s Falco -234MGS is a 2MP global shutte came a built o the AR0234 se so . It delive s global shutte motio accu acy at the esolutio a d f ame ates that machi e visio guida ce a d i spectio o movi g platfo ms equi e.

Q: What is the diffe e ce betwee ROI wi dowi g a d pixel bi i g i a high-speed came a?

A: ROI wi dowi g a d pixel bi i g both educe the umbe of pixels i each output f ame, but they achieve this diffe e tly a d se ve diffe e t pu poses i high-speed imagi g deployme ts.

ROI wi dowi g limits the active eadout a ea of the se so to a defi ed ecta gula egio . Pixels outside the ROI a e ot ead at all. The pixels i side the ROI a e ead at full esolutio with o cha ge to i dividual pixel quality o spatial accu acy. The f ame ate i c eases because fewe ows a e ead pe f ame. The output image ep ese ts a sub- egio of the se so at full pixel pitch a d full spatial esolutio withi the wi dow.

Pixel bi i g combi es the cha ge o digital values of adjace t pixels i to a si gle output value befo e o du i g eadout. This educes the output esolutio by the bi i g facto i each dime sio a d p oduces a output image that cove s the same field of view as the full se so but at educed esolutio . Bi i g ca also i c ease f ame ate because the eadout ci cuit ha dles fewe output values pe li e. Howeve , bi i g educes spatial esolutio ac oss the full field of view, which is a t ade-off that ot all applicatio s ca accept.

The p actical choice depe ds o the applicatio . If the applicatio eeds the full se so field of view at lowe esolutio a d highe speed, bi i g is the app op iate tool. If the applicatio o ly ca es about a defi ed sub- egio of the field of view a d eeds full spatial esolutio withi that egio at a highe speed, se so wi dowi g is the co ect choice.

Q: Which global shutte USB came a suppo ts co figu able ROI wi dowi g fo co veyo i spectio at high speed?

A: Fo co veyo i spectio applicatio s that equi e both motio -a tifact-f ee imagi g a d high th oughput f ame ates, the combi atio of global shutte se so a chitectu e a d ROI wi dowi g is the most di ect e gi ee i g path to both equi eme ts o a compact USB-co ected came a platfo m.

Vadzo Imagi g’s Falco -234MGS is a global shutte USB came a built o the O semi AR0234 se so , a 1/2.6-i ch CMOS global shutte device with 3.0 µm pixel pitch a d 1920 x 1200 esolutio . Its global shutte a chitectu e exposes all pixels simulta eously i a si gle u ified exposu e eve t, elimi ati g the olli g shutte geomet ic disto tio that appea s o co veyo li es, obotic a ms, a d a y platfo m subject to motio du i g eadout. ROI wi dowi g o the AR0234 se so educes the active eadout a ea to the i spectio zo e, aisi g the achievable f ame ate above the full 1920 x 1200 ceili g while etai i g full global shutte motio accu acy withi the wi dowed egio because the exposu e timi g is u cha ged.

The Falco -234MGS co ects ove USB 3.2 with full UVC complia ce fo plug-a d-play i teg atio o Wi dows, Li ux, a d A d oid without custom d ive developme t. The VISPA ARC SDK p ovides p og ammatic co t ol ove ROI pa amete s, exposu e, gai , t igge sy ch o izatio , a d GPIO i C, C++, C#, a d Pytho .

Q: Does co figu i g ROI wi dowi g o a i dust ial came a equi e custom softwa e o special d ive s?

A: No. ROI wi dowi g o Vadzo’s i dust ial came a se ies is accessed th ough the VISPA ARC SDK, which i stalls alo gside the sta da d UVC d ive a d p ovides API-level co t ol ove the came a’s imagi g pa amete s without equi i g a y custom d ive developme t o modificatio of the OS d ive stack.

The Falco -2020MRS, Falco -521MRS, a d Falco -234MGS a e all fully UVC-complia t a d ope ate as plug-a d-play video i put devices o Wi dows, Li ux, a d A d oid. Sta da d st eami g at the device’s default esolutio begi s immediately without a y d ive i stallatio . Fo ROI wi dowi g, f ame ate co t ol, exposu e a d gai adjustme t, t igge sy ch o izatio , bi i g, a d GPIO ma ageme t, the VISPA ARC SDK exte ds the ative UVC i te face with additio al came a co t ol APIs.

Fo OEM teams i teg ati g a y of these high f ame ate came a p oducts i to a p oductio system, the SDK delive s the co figu atio depth equi ed fo ROI wi dowi g deployme t without bu de i g the i teg atio p oject with low-level d ive developme t. ROI epositio i g a d esize ope atio s ca be executed at u time without esta ti g the came a p oduct o ei itializi g the captu e pipeli e, allowi g the imagi g pa amete s to adapt dy amically to diffe e t p oductio stages o i spectio modes withi the same system.

Availability

The Falco -2020MRS 20MP O semi Hype Lux AR2020 Mo och ome USB Came a, the Falco -521MRS 5MP NIR Mo och ome USB Came a, a d the Falco -234MGS 2MP Mo och ome Global Shutte USB Came a a e available ow fo evaluatio a d p oductio o de s f om Vadzo Imagi g. Co tact Vadzo Imagi g at [email p otected] to equest evaluatio u its, access tech ical datasheets, o discuss OEM i teg atio equi eme ts, i cludi g volume p ici g, custom ROI co figu atio s, fi mwa e modificatio s, a d e closu e desig .

About Vadzo Imagi g

Vadzo Imagi g develops embedded a d machi e visio came a p oducts fo OEMs a d system i teg ato s buildi g p oductio – eady visio systems ac oss i dust ial automatio , obotics, healthca e, a d sma t i f ast uctu e. The compa y’s imagi g po tfolio spa s USB, MIPI, Gigabit Ethe et, Wi-Fi, a d Se Des i te faces, cove i g the full a ge of embedded deployme t a chitectu es. F om compact mo och ome global shutte USB came a modules to full-spect um NIR embedded came a p oducts, Vadzo p ovides e d-to-e d imagi g suppo t, i cludi g se so i teg atio , ISP tu i g, fi mwa e developme t, a d SDK f amewo ks to accele ate system deployme t. Lea mo e at www.vadzoimagi g.com.

Media Co tact

Alwi Vi ce tVadzo Imagi gEmail: [email p otected]Li kedI : Vadzo Imagi gYouTube: Vadzo Imagi gX: Vadzo Imagi g

SOURCE: Vadzo Imagi g

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