index.html

---
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header:
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  overlay_image: /assets/images/base/header.webp
intro: 
  - excerpt: "In our research laboratory at Poznan University of Technology, we process data for a wide range of perception applications using a variety of vision sensors and hardware platforms, employing computer vision and machine learning algorithms and techniques."
seg:
  - image_path: /assets/images/base/density.webp
    image_caption: "Density estimation"
    alt: "Density estimation"
    title: "Intelligent computer vision and signal processing"
    excerpt: "We work at the intersection of state of the art methods of image processing and machine learning to extract meaningful information from images, videos and signals. Our expertise covers a wide range of tasks including (among others) image filtering and enhancement, segmentation, navigation, object detection and tracking for applications in robotics, monitoring, remote sensing, agriculture and healthcare."
dep:
  - image_path: /assets/images/base/depth.webp
    image_caption: "Depth image captured using Intel Realsense"
    alt: "Depth image captured using Intel Realsense"
    title: "Perception beyond visible spectrum"
    excerpt: "Aside from regular camera images, we work with a wide variety of imaging sensors using different modalities including depth and range data, thermal imaging data, multispectral and hyperspectral images to to find the best, result-driven solution for the target application."
emb:
- image_path: /assets/images/base/jetson.webp
  image_caption: "NVIDIA Jetson Nano"
  alt: "NVIDIA Jetson Nano"
  title: "Edge AI and embedded systems"
  excerpt: "Part of our research work is also the deployment of algorithms on edge AI embedded devices, ranging from Linux-based single board computers and programmable hardware system-on-chip devices to tiny microcontrollers. The range of expertise covers adjustment of algorithms for the target architecture deployment including low-level optimizations, quantization, mixed precision processing and the use of efficient deployment runtimes."
---

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