10-1 NexVDO SDK - QDEEP Overview and Architecture
Do you remember the "NexVDO SDK Block Diagram" we first saw in the chapter ? ➤ Official Reference Information: If you want a preview the complete specifica
10-2 Building the AI Basic Template Project: QDeepSample
Welcome back to the practical session of Chapter 10. In the previous section, we unveiled the mystery of the QDEEP engine and learned the standard S.O.P. f
Build a Human Detection Pipeline
Load a QDEEP object-detection model, submit NV12 frames for inference, and render tracking boxes and labels with OpenCV.
10-4 Face / Head / Body Detection Function Example Tutorial
In , we successfully imported the "Human Detection" model into the project. In this chapter, we won't rewrite the code extensively. By simply replacing the
10-5 Vehicle Detection Function Example Tutorial
In , we witnessed the powerful modular capabilities of the QDEEP engine, achieving multi feature ( face, head, body ) recognition simply by replacing the m
10-6 Flame and Smoke Detection Function Example Tutorial
After going through the previous chapters, you must have deeply experienced the short setup path of the NexVDO SDK in AI project development, where "changi
10-7 Human EPTZ Automatic Framing Sample Tutorial
In the previous chapters, we learned how to frequently "replace model files" to give AI recognition capabilities across different domains. But you may be w
10-8 Everything Detection Sample Tutorial
After working through the previous chapters, you can now switch between various dedicated AI models with confidence. But what if your customer has a specia
10-9 Face Recognition Sample Tutorial
In the previous chapters, we learned how to make AI detect "people, vehicles, fire, and even any object" in an image. But This chapter takes you into one o
10-10 Human Skeleton Keypoint Detection Sample Tutorial
In the previous chapter, 10 9 , we used a face recognition model and feature comparison technology to successfully teach AI how to "recognize who someone i
10-11 Hand Keypoint Detection Sample Tutorial
In the previous chapter, \[10 10\], we pulled the camera farther back and used the human skeleton keypoint model to capture the full body skeleton, laying
10-12 Human Background Blurring Sample Tutorial
In the previous chapters, we learned various techniques for "finding things": finding cars, finding faces, and even accurately detecting the 21 keypoints o
10-13 Human Virtual Background Sample Tutorial
This section covers another application of image segmentation: virtual background replacement . This chapter will continue using the image segmentation "br
10-14 Smart Board Handwriting Extraction Sample Tutorial
In the previous chapters, \[10 12\] and \[10 13\], we fully mastered "background blurring" and "virtual background replacement." In those applications, the
10-15 English Speech-to-Text Sample Tutorial
After experiencing a wide range of "image recognition" features, from human detection and multi feature detection to industrial safety and disaster prevent