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andreagemelli/README.md

πŸ’« About Me:

Hi πŸ‘‹,
I am Andrea, a passionate person who loves to study and discorver.
I've started a Ph.D. about 🌱 Graph Neural Networks and Document Understanding in 2020, based in πŸ“ UniverstΓ  degli Studi di Firenze, Florence. I have also been working one year as a visiting researcher at the Computer Vision Center (CVC) in Barcelona, for a joint program between our labs. At the start of 2023 I have been entitled as IAPR International Scholar winning the IAPR RESEARCH SCHOLARSHIPS.

πŸ“ My Github Projects

On my github you can find several repos / projects, that I have been working on through the last five years.
I used to work on Machine Learning 🧠, Games πŸ•ΉοΈ and Softwares πŸ’Ύ

During Ph.D.

  • 🧠 Doc2Graph: transforms your documents into graphs and exploit a GNN to solve several tasks. (πŸ”— repo | πŸ“„ paper)
  • 🧠 GNN-TableExtraction: a graph-based technique to extract tables from scientific papers. (πŸ”— repo | πŸ“„ paper)
  • 🧠 DA-GraphTab: data augmentation for graph structures (πŸ”— repo | πŸ“„ paper)
  • 🧠 cte-dataset: a dataset for Contextualized Table Extraction (πŸ”— repo | πŸ“„ paper)
  • πŸ•ΉοΈ guessmylanguage: a team-based game to annotate handwritings (πŸ”— repo)

During MCS

  • 🧠 Action-recognition-by-2D-skeleton-analysis: a computer vision project to recognize actions in a scene, analyzing the movement of people skeleton. (πŸ”— repo | πŸ“„ report)
  • 🧠 Flying-Objects-Detection-and-Recognition: a computer vision project aiming at detecting UAVs in airport spaces. (πŸ”— repo | πŸ“„ report)
  • 🧠 Floorplan-Text-Detection-and-Recognition: automatic detection and recognition of text in floorplan images, e.g. rooms' names (πŸ”— repo | πŸ“„ report)
  • πŸ’Ύ lapis: a tool to organize professors and students meetings (πŸ”— repo | πŸ“„ report)
  • πŸ’Ύ OnlineShopSimulator: a TDD project, simulating an online shop (πŸ”— repo)
  • πŸ•ΉοΈ Escape-Room-VR: a 3D escape room game developed using an Oculus Rift (πŸ”— repo)
  • πŸ•ΉοΈ gameoflife: the famous game developed using Kivy (πŸ”— repo)

During free time

  • πŸ•ΉοΈ FightGPT: an RPG game developed using ChatGPT (πŸ”— repo)
  • πŸ’Ύ andreagemelli.github.io: my portoflio website (πŸ”— repo)

πŸ“¬ Keep in touch!

You can write me at βœ‰οΈ gemelli.andrea@hotmail.com
Get to know more about me on my Web Page

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  1. doc2graph doc2graph Public

    Doc2Graph transforms documents into graphs and exploit a GNN to solve several tasks.

    Jupyter Notebook 116 20

  2. AILab-UniFI/GNN-TableExtraction AILab-UniFI/GNN-TableExtraction Public

    Code for ICPR2022 paper: "Graph Neural Networks and Representation Embedding for table extraction in PDF Documents"

    Python 35 5

  3. AILab-UniFI/cte-dataset AILab-UniFI/cte-dataset Public

    CTE: Contextualized Table Extraction Dataset

    Python 17 2

  4. Action-recognition-by-2D-skeleton-analysis Action-recognition-by-2D-skeleton-analysis Public

    Implementation of the techniques presented in "Co-occurrence Feature Learning from Skeleton Data for Action Recognition" to recognize two-dimensional skeleton.

    Python 9 3

  5. Flying-Objects-Detection-and-Recognition Flying-Objects-Detection-and-Recognition Public

    Techniques to detect Unmanned Aerial Vehicles (UAVs), aka drones, in a real life scenario such as airports.

    Python 8 6

  6. FightGPT FightGPT Public

    This is an RPG game, 🧠 thought by me and ✍🏼 written by ChatGPT!

    C++ 3