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Microsoft Azure Computer VisionMicrosoft Azuren Cloud API su emudefait

4.6 (5)
Daniel NikulshynVaadanud Daniel Nikulshyn·Uuendatud juuli 2026

Ülevaade

Microsoft Azure Computer Vision on pilveteenus, mis võimaldab arendajatel lisada oma rakendustele pildimõistmise võimeid REST API-de ja SDK-de kaudu. See suudab analüüsida staatilisi pilte ja videokaadreid teabe, nagu objektid, tekst, näod ja kirjeldavad märksõnad, eraldamiseks ilma et meeskonnad peaksid ise mudeleid treenima. Teenus toetab mitmesuguseid kasutusjuhtumeid, sealhulgas dokumentide digiteerimist OCR-iga, sisu modereerimist, juurdepääsetavuse funktsioone nagu pildi pealkirjastamine ja visuaalne otsing. See integreerub laiema Azure'i ökosüsteemiga, nii et meeskonnad saavad seda kombineerida teenustega nagu Azure Storage, Functions ja Cognitive Search, et luua lõpp-to-lõpp torujuhtmeid. Hind on tarbimisepõhine, vaba tasandiga, mis muudab selle kättesaadavaks prototüüpimiseks ning võimaldab sujuvalt üle minna ettevõttekoormustele, mida toetab Microsofti vastavus- ja turvapühendumused.

Põhifunktsioonid

  • Piltide märgistamine ja objektide tuvastamine
  • Optiline märgituvastus (OCR)
  • Piltide pealkirjastamine ja kirjeldus
  • Ruumiline analüüs ja näotuvastus
  • Sisu modereerimine täiskasvanute või ebaturvalise pildimateriaali jaoks
  • REST API ja SDK-d suuremate keelte jaoks

Hinnad

Mudel
Freemium
Hinnang
4.6 / 5 (5)

Kasutusjuhud

Plussid ja miinused

Plussid

  • Tegemati kausta ja tööriisena pilu ja omadusid
  • Automaatse tüübid (PDF ja tee välja kasutusemudelid käsites ja vastavad
  • Üleemude tööriisena käsima ja vastavad koodemaksima
  • Oman kasutusemudelid soovitusi ja omadused
  • Üleemude tööriisena kategooriate sihtide ja tööriisena tengijud ja automatiseeritud üksteises API-s

Miinused

  • koodemaksuma klõpsatäita ja vastavad koodemaksuma API-s
  • Idea tööriisena küsima ja vastavad koodemaksuma API-s
  • Välised kasutusemudelid kasutab ja vastavad koodemaksuma API-s
  • Koguks: rakenduses kodavad ja vastavad koodemaksuma API-s
  • Identiteetsed API-s, koodemaksuma andise ja randid,

Arvustused

4.6

Keskmine 5 hinnangust.

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Logi sisse arvustuse jätmiseks.

CL

Camille Laurent

Feb 26, 2026

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on content moderation for adult or unsafe imagery, and enterprise-grade security and compliance caught me off guard. still, I'd recommend giving it a real trial.

GO

Grace Okafor

Jan 24, 2026

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on content moderation for adult or unsafe imagery, and scales with Azure's global infrastructure caught me off guard. Some advanced features need higher-tier plans is why this isn't a perfect score, still, I'd recommend giving it a real trial.

MB

Marcus Bell

Oct 1, 2025

Compared a few options

Evaluated this against two competitors. Where it wins: optical character recognition (OCR) and scales with Azure's global infrastructure. Where it lags: costs can grow with high-volume usage. On balance the feature set — especially image captioning and description — justifies the 4 stars for our use case.

TA

Tariq Aziz

Aug 3, 2025

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on image captioning and description, and strong OCR and document reading capabilities caught me off guard. Costs can grow with high-volume usage is why this isn't a perfect score, still, I'd recommend giving it a real trial.

LP

Linda Petersen

Jul 20, 2025

Use it every day

Honestly didn't expect to like it this much. Image captioning and description is exactly what I needed, and enterprise-grade security and compliance. but I reach for it almost every day now and it just clicks.

Küsimused

How is the model customization feature different from Custom Vision?

The model customization feature for Azure Vision is the next generation of Custom Vision, with improved accuracy and few‑shot learning capabilities. It is recommended that you migrate your training data to retrain your model with model customization in Azure Vision.

Asked by Marisol Pena · Dec 13, 2025

How much data does Azure Vision in Foundry Tools need?

The model customization feature of the service is optimized to quickly recognize major differences between images, so you can start prototyping your model with a small amount of data. You may start with as little as one image per label. If you have more labeled images, you may add more. Depending on the complexity of the problem and degree of accuracy required, you can continue adding additional images per label to improve your model.

Asked by Oksana Melnyk · Nov 5, 2025

How does Azure Vision in Foundry Tools analyze people in a physical space?

The spatial analysis AI models detect and track movements in the video feed based on algorithms that identify the presence of one or more humans by a body bounding box. For each person and bounding box detected in a zone in the camera field of view, the AI models output event data including bounding box coordinates of a person’s body, event type (for example, zone entry or exit, or directional line crossing), pseudonymous identifiers to track the bounding box, and a detection confidence score. This event data is sent to your own instance of Azure IoT Hub.

Asked by Yelena Popova · Oct 13, 2025

Does spatial analysis detect faces or a person’s identity?

No, spatial analysis detects and locates human presence in video footage and outputs a bounding box around each person detected. The AI models do not detect faces nor determine individuals’ identities nor demographics.

Asked by Uma Krishnan · Oct 12, 2025

Does Azure Vision in Foundry Tools store my images or videos or use them for product improvements?

No. Microsoft automatically deletes your images and videos after processing and does not train on your data to enhance the underlying models. Video data does not leave your premises, and video data is not stored on the edge where the container runs. Learn more about privacy and terms of usage.

Asked by Grzegorz Lewandowski · Sep 21, 2025

Esita küsimus

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