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aflorkowska/README.md

Hi there 👋

Computer vision enthusiast welcomes you here! 😎 I constantly try to improve my skills in fields eg. image and signal processing, deep learning, image registration and camera model. Moreover, I also derive great satisfaction from sharing my knowledge and learning with Feynman technique, that is why you can find here some tutorials with theory explanation, as well as practical tasks.

My projects

  • TUTORIALS
Title Description Technologies
Image-Processing Explanation of some image processing techniques, from scratch. It covers topics related to eg. filtering, morphological operations, transformations, and feature extractions.
Camera-Calibration-Position-Estimation Explanation of camera geometry and calibration procedure, as well ass the common techniques for estimantion position in 3D (stereovision: 2x RGB, RGB + depth camera).
  • ARTICLES
Title Type Year Code
Metrological Analysis of HoloLens 2 for Visual Marker-Based Surgical Navigation Conference 2023 Code
  • PROJECTS TO WHICH I HAVE ALSO CONTRIBUTED
Title Description Technologies
Histopathology
Augmentation
Research
Library for working with histopathological whole-slide images that covers tasks like: data augmentation, classification, and segmentation. I contributed by adding a script that allows generating masks saved as PYRAMIDAL TIFFs based on XML annotation files. You can find it here.
ECG-Analyzer Desktop application that allows analyzing ECG signals. I contributed by implementing filtering algorithms.

My recommendations for learning

Title Description
pytorch-deep-learning If you are a beginner and want to learn PyTorch from scratch. This repo contains not only theory explanation but also many practical tasks.

Pinned Loading

  1. Image-Processing Image-Processing Public

    Jupyter Notebook

  2. Jarartur/HistopathologyAugmentationResearch Jarartur/HistopathologyAugmentationResearch Public

    Repository containing code, model weights, and manual data annotation for a research project "Improving Quality Control of Whole Slide Images by Explicit Artifact Augmentation"

    Python 1

  3. CameraCalibration_PoseEstimation CameraCalibration_PoseEstimation Public

    Jupyter Notebook