Computer Vision with AI: From Detection to Multimodal Understanding

A premium, complete and advanced course on modern computer vision, updated for 2026. You will learn how images are represented and preprocessed with OpenCV, how convolutional neural networks classify images, how object detection works with YOLO and DETR, semantic, instance and panoptic segmentation, the Segment Anything family (SAM 3.1) and promptable segmentation, Vision Transformers (ViT), self-supervised vision foundation models, multimodal vision-language models (GPT-6 Sol vision, Gemini 3.1 Pro, Claude vision), OCR and document understanding, face detection and recognition under a rigorous legal and ethical framework (GDPR Article 9, EU AI Act biometric restrictions), video analysis and object tracking, pose and 3D depth estimation, the basics of generative vision with diffusion models, dataset construction and auditing, evaluation, production deployment, edge optimization and MLOps monitoring. Every module includes real, runnable Python, PyTorch and OpenCV code, a strong focus on legal compliance and responsible use of biometric systems, and a comprehensive final assessment.

The course has 10 modules and 31 lessons, with 358 quiz questions. The full curriculum, module by module, is shown on the course page.

Yes. The course is Advanced level and assumes hands-on experience with AI in its field.

The estimated duration is about 25 hours, across 31 lessons. You learn at your own pace, and your progress is saved automatically at every lesson, so you can pick up where you left off.

Access to this course alone costs €99 per month. The course is also included in the IT Pro bundle, €399 per month for all 25 IT Pro courses, and in All Access, €499 per month for the whole international catalog.

Plans are billed monthly, in EUR. Every price is a total, with VAT included at the rate of your country. Compare the plans.

Yes. You can read a free preview of lesson 1, “What Computer Vision Is and the 2026 Landscape”, without an account. The preview shows you how the lesson is written; the rest of the lesson and the other lessons open after payment.

The AI Professor is built into every lesson and starts from the lesson you have open: it explains the passages you select, gives you examples, summarizes the lesson, tests you with a quiz and prepares review flashcards. You can type or talk to it, in English.

It is included in your subscription, per-course access included, with a monthly fair-use limit. It is an AI system, not a human teacher, and its answers may contain errors; details in the Terms.

When you meet the completion thresholds shown on the platform (lessons completed and the minimum quiz score), you can issue your Certificate of Completion for “Computer Vision with AI: From Detection to Multimodal Understanding” from your account, with a unique number, publicly verifiable on the site.

It is a private attestation of course completion, issued by GALIAN SOFTWARE DEVELOPMENT SRL. It is NOT a diploma or a state-recognised qualification under Romanian Laws 198/2023, 199/2023 or Government Ordinance 129/2000; employers may take it into account at their own discretion. Details in the Certification policy.

Yes. Course access and the bundles are subscriptions that renew automatically at the end of each monthly billing period. You can see the next renewal date in your account at any time.

You can stop the renewal at any time, from your account or by email, with no other formality. Access stays active until the end of the period already paid for, and no pro-rata refund is made for a period already started, except in the cases provided by law. Your progress stays saved in your account. Details in the Terms & Conditions, section 5.5.

Yes. Company plans give a team access to the courses, with a dashboard where you follow each member’s progress and manage seats centrally. See the plans for companies.