Dr. Dimitri(o)s Mallis

Computer Vision Researcher @ SnT • PhD from the University of Nottingham.

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Welcome!! 👋 I am a Postdoctoral Researcher at the Interdisciplinary Centre for Security, Reliability and Trust (SnT) of the University of Luxembourg, focusing on 3D Computer Vision and it’s applications for Computer-Aided Design (CAD).

I received my PhD in Computer Vision at the University of Nottingham under the supervision of Dr. Yorgos Tzimiropoulos. I was also a Research Intern at Samsung AI Cambridge (SAIC) and later a Senior Machine Learning Engineer for Taboola and Deeplab.

In this website you can find more info about me, check publications and recent news. You can also browse through my photography here 📸 !!

Research

Currently my focus in on 3D vision and it’s application towards accelerating parametric Computer-Aided Design (CAD). I am particularly interested in automated reverse engineering of 2D/3D CAD models, effective recovery of construction history and capturing of design intent.

During my PhD, I concentrated on learning with minimal manual supervision through self-supervised and semi-supervised learning, specifically for the tasks of landmark detection and human pose estimation. Later, I also looked into deep learning based recommender systems and the problem of click-through-rate (CTR) prediction.

News

Oct 03, 2024 New Paper!!! Our work on TransCAD: A Hierarchical Transformer for CAD Sequence Inference from Point Clouds will be presented on ECCV 2024.

Selected Publications [View All]

  1. eccv2024.jpg
    Elona Dupont, Kseniya Cherenkova, Dimitrios Mallis, Gleb Gusev, Anis Kacem, and Djamila Aouada
    European Conference on Computer Vision (ECCV), 2024
  2. TPAMI2023_preview.jpg
    Dimitrios Mallis, Enrique Sanchez, Matt Bell, and Georgios Tzimiropoulos
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023
  3. NEURIPS2020_preview.jpg
    Dimitrios Mallis, Enrique Sanchez, Matt Bell, and Georgios Tzimiropoulos
    Neural Information Processing Systems, 2020

Open Source Projects