[ DEEPVIZOR JOURNAL ]
Video analytics.
A closer look.
Research, algorithms and practice. Explore the technology behind an intelligent camera.
publications
From ideas to deployment
Latest articles
01—05 / 10
01 / OPEN-VOCABULARY DETECTION / OV-DEIMFinding objects with text: how OV-DEIM works
Beyond a fixed class list: how OV-DEIM links images with text, including experiments on rare categories.
02 / EDGE INTELLIGENCE / EDGECRAFTERVideo analytics at the edge: the EdgeCrafter study
Transferring knowledge from a large model to a compact one. EdgeCrafter’s three training stages, three vision tasks and COCO results.
03 / REAL-TIME DETECTION / DEIMv2Real-time object detection: DEIMv2 meets DINOv3
Bringing foundation-model features to fast detection. DEIMv2 architecture, its spatial tuning adapter and COCO results.
04 / SEGMENTATION / GTRImage segmentation in video analytics: the GTR method
AI can assign pixels to objects and scene regions. GTR explores how detailed visual understanding can be combined with efficient processing.
05 / DETECTOR ADAPTATION / FT-FSODTraining an object detector from a few examples: FT-FSOD
Adapting recognition to a new factory or object category with limited annotations. The FT-FSOD method and how to evaluate its transfer.