# Deep Vision Consulting

> AI consulting firm specialized in computer vision solutions, 3D vision, and deep learning for industrial and real\-world applications\.

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## Pages
- [Azienda](https://deepvisionconsulting.com/computer-vision-company/)
- [Company](https://deepvisionconsulting.com/computer-vision-company/)
- [Consulting](https://deepvisionconsulting.com/computer-vision-consulting/)
- [Lavora con noi](https://deepvisionconsulting.com/careers/)
- [Prodotti](https://deepvisionconsulting.com/computer-vision-products/)

## Posts
- [Why a Timeline Profiler Finds What a Code Profiler Misses](https://deepvisionconsulting.com/why-a-timeline-profiler-finds-what-a-code-profiler-misses/): The right profiler is not the most powerful one in the abstract\. It is the one that can see the layer where the system is spending time\. line\_profiler and viztracer remain excellent when the question lives inside Python\. Nsight Systems is the right reach when the question moves into CUDA, GPU timelines, transfers, and synchronization on NVIDIA platforms\. Perfetto is the right reach when the question moves into browser or system\-level coordination across processes\.
- [Efficient Multiple Object Tracking with MHT](https://deepvisionconsulting.com/efficient-multiple-object-tracking-with-mht/): In the field of computer vision, the race for performance is often defined by bigger models and more powerful GPUs\. This is also true for the Multiple Object Tracking \(MOT\) problem, one of the few classical computer vision tasks that we still consider unsolved after the advent of deep learning\. The complexity comes from the peculiar mix of perception challenges \(e\.g\. occlusions, ambiguities\) and suboptimal optimization choices, which are at the heart of every tracking method\.
- [Renesas RZ\-V2H Embedded Vision Platform: A Comprehensive Evaluation](https://deepvisionconsulting.com/renesas-rz-v2h-embedded-vision-platform/): A crucial part of our work at Deep Vision Consulting involves evaluating the latest hardware to understand its true capabilities for real\-world, production\-level applications\. Recently, we had the opportunity to conduct a deep dive into the Renesas RZ\-V2H, a new high\-end System\-on\-Chip \(SoC\) designed specifically for the demanding needs of edge AI and vision\.
- [Beyond the Frame: What Are Event Cameras and Why Do They Matter?](https://deepvisionconsulting.com/beyond-the-frame-what-are-event-cameras-and-why-do-they-matter/): A deep dive into event cameras: the hardware, software challenges, and real\-world applications of this sensor technology\.
- [Onsemi Hyperlux ID AF0130: Industrial iToF Depth Sensor Evaluation](https://deepvisionconsulting.com/onsemi-hyperlux-id-af0130-industrial-itof-depth-sensor-evaluation/): Hands\-on evaluation of the Onsemi Hyperlux ID AF0130 iToF sensor\. Real\-world testing reveals dual\-frequency performance, calibration challenges, and industrial deployment requirements\.

## Case study
- [Logistica a prova di errore con il riconoscimento dei gesti basato sull'AI](https://deepvisionconsulting.com/case-study/error-proofing-logistics-with-ai-powered-hand-gesture-recognition/)
- [Error\-proofing logistics with AI\-powered hand gesture recognition](https://deepvisionconsulting.com/case-study/error-proofing-logistics-with-ai-powered-hand-gesture-recognition/)
- [3D Object Detection nell'Agricoltura](https://deepvisionconsulting.com/case-study/3d-object-detection-in-agriculture/)
- [Quality inspection in the tobacco industry](https://deepvisionconsulting.com/case-study/quality-inspection-in-the-tobacco-industry/)
- [Dynamic trajectory planning for anthropomorphic and cartesian robots](https://deepvisionconsulting.com/case-study/dynamic-trajectory-planning-for-anthropomorphic-and-cartesian-robots/)

## Categories
- [News](https://deepvisionconsulting.com/category/news/)
- [Robotics \& Automation](https://deepvisionconsulting.com/category/robotics-automation/)

## Tags
- [Automation](https://deepvisionconsulting.com/tag/automation/)
- [Camera calibration](https://deepvisionconsulting.com/tag/camera-calibration/)
- [Geometry](https://deepvisionconsulting.com/tag/geometry/)
- [Mathworks](https://deepvisionconsulting.com/tag/mathworks/)
- [detection](https://deepvisionconsulting.com/tag/detection/)

## Optional
- [Sitemap index](https://deepvisionconsulting.com/sitemap_index.xml)