Dominik Rivoir

About Me

I am an Applied Scientist at Amazon in Berlin. Before that, I was a PhD student under the supervision of Prof. Stefanie Speidel at the National Center for Tumor Diseases (NCT) and the Centre for Tactile Internet (CeTI) of TU Dresden, Germany.

My PhD research is located in Video Understanding as well as Neural Rendering for Surgical Computer Vision applications. I am interested in the intersection of academic and application-driven research and aim to identify gaps between common Computer Vision methods and surgical applications.

Research Interests

• Video Understanding: procedural video understanding, surgical workflow analysis
• Video Synthesis: unsupervised neural rendering for video synthesis, generative models

News

• [Dec 2024] I have started a new position as Applied Scientist at Amazon in Berlin!
• [Oct 2024] I have submitted my doctoral thesis at TU Dresden and NCT Dresden. Thank you to my supervisor Prof. Stefanie Speidel!
• [May 2024] Our CVPR Workshop DCAMI was featured in Computer Vision News!
• [Jan 2024] I am co-organizing the 1st Workshop on Data Curation & Augmentation in Medical Imaging @ CVPR 2024 in Seattle.
• [Oct 2023] I finished 2nd place in EndoVis’ PitVis challenge at MICCAI 2023.
• [Sep 2023] I co-organized the 1st SECAI CeTI Summer School on AI Applications for Medicine.
• [Nov 2021] RSIP Vision’s Computer Vision News magazine featured our work in their BEST OF ICCV selection.

Awards

• Oustanding Reviewer Award
  @ ECCV 2024
  (Top 3%, 198 of 7293 reviewers awarded)
• Oustanding Reviewer Award
  @ MICCAI 2022
  (Top 1%, 12 of 1242 reviewers awarded)
• Best Reviewer Award
  @ IPCAI 2022
  (Top 2%, 2 of >100 reviewers awarded)
• Best Paper Award
  @ MICCAI Workshop “OR 2.0” 2019
• Best Paper Award
  @ IPCAI 2019
  (as 2nd author)
• Lohrmann Medal
  as best graduate of TU Dresden’s Computer Science department

Organizer

• CVPR Workshop DCAMI
  1st Workshop on Data Curation & Augmentation in Medical Imaging
  @ CVPR 2024 in Seattle
• SECAI-CeTI Summer School
  1st SECAI CeTI Summer School on AI Applications for Medicine
  2023 in Dresden, Germany

Selected Publications

Reviewing

Computer Vision

• IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
• IEEE/CVF International Conference on Computer Vision (ICCV)
• European Conference on Computer Vision (ECCV)
• IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
• IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Medical Image Analysis

• Medical Image Analysis (MedIA)
• IEEE Transactions on Medical Imaging (TMI)
• International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI)
• International Journal of Computer Assisted Radiology and Surgery (IJCARS)
• International Conference on Information Processing in Computer-Assisted Interventions (IPCAI)

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