Education

What I learned.

The Path I Choose: A Journey Through Learning

Doctoral Degree Engineering ongoing
Focus on Cross-Resolution Face Recognition @ Technical University of Munich, Germany
M. Sc. Electrical Engineering and Information Technology 2017
@ Technical University of Munich, Germany
Research Internship 2016
Topic: Image Processing and Analysis of Icebreaker Data @ The University Centre in Svalbard, Norway
Study Abroad 2015
@ Norwegian University of Science and Technology, Trondheim, Norway
B. Sc. Electrical Engineering and Information Technology 2014
@ Technical University of Munich, Germany

Publications

What I published.

Words That Inform - Ideas That Transform

Tackling Face Verification Edge Cases: In-Depth Analysis and Human-Machine Fusion Approach 2023@MVA
Martin Knoche, Gerhard Rigoll GitHub Repo
Explainable Model-Agnostic Similarity and Confidence in Face Verification 2023@WACV-W
Martin Knoche, Torben Teepe, Stefan Hörmann, Gerhard Rigoll GitHub Repo Website
Octuplet-Loss: Make Face Recognition Robust to Image Resolution 2023@FG
Martin Knoche, Mohamed Elkadeem, Stefan Hörman, Gerhard Rigoll GitHub Repo
Susceptibility to Image Resolution in Face Recognition and Training Strategies to Enhance Robustness 2022@LITES-Journal
Martin Knoche, Stefan Hörman, Gerhard Rigoll GitHub Repo
Face Morphing: Fooling a Face Recognition System Is Simple! 2022
Stefan Hörmann, Tianlin Kong, Torben Teepe, Fabian Herzog, Martin Knoche, Gerhard Rigoll
Cross-Quality LFW: A Database for Analyzing Cross-Resolution Image Face Recognition in Unconstrained Environments 2021@FG
Martin Knoche, Stefan Hörman, Gerhard Rigoll GitHub Repo Website
Facial Landmark Detection 2017@GCPR
Martin Knoche, Daniel Merget, Gerhard Rigoll GitHub Repo
Face Aggregation Network For Video Face Recognition 2021@ICIP
Stefan Hörmann, Zhenxiang Cao, Martin Knoche, Fabian Herzog, Gerhard Rigoll
A multi-task comparator framework for kinship verification 2020@FG
Stefan Hörmann, Martin Knoche, Gerhard Rigoll
Outlier-Robust Neural Aggregation Network for Video Face Identification 2019@ICIP
Stefan Hörmann, Martin Knoche, Maryam Babaee, Okan Köpüklü, Gerhard Rigoll
Attention-based partial face recognition 2021@ICIP
Stefan Hörmann, Zeyuan Zhang, Martin Knoche, Torben Teepe, Gerhard Rigoll GitHub Repo
Attention fusion for audio-visual person verification using multi-scale features 2020@FG
Stefan Hörmann, Abdul Moiz, Martin Knoche, Gerhard Rigoll
A Coarse-to-Fine Dual Attention Network for Blind Face Completion 2021@FG
Stefan Hörmann, Zhibing Xia, Martin Knoche, Gerhard Rigoll GitHub Repo
A system for automated vision-based sea-ice concentration detection and floe-size distribution indication from an icebreaker 2017@OMAE
Hans-Martin Heyn, Martin Knoche, Qin Zhang, Roger Skjetne GitHub Repo

Projects

What I did.

Turning Ideas Into Reality: Projects That Matter

Professional

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Sideprojects

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Principles

What I believe in.

Values That Guide - Actions That Speak

Ethical AI Development

Ethics shouldn't be an afterthought in machine learning. I prioritize transparent and unbiased algorithms to ensure fairness and accountability.

Continuous Learning

The field of machine learning is ever-evolving. I am committed to continuous learning to stay ahead of new techniques and technologies.

Open Communication

A free flow of information is essential for project success. I emphasize transparent and open dialogues to solve problems efficiently and creatively.

Martin Knoche

Martin Knoche

Education

Doctoral Degree Engineering ongoing

M. Sc. Electrical Engineering and Information Technology 2017

Research Internship 2016

Study Abroad 2015

B. Sc. Electrical Engineering and Information Technology 2014

Publications

Tackling Face Verification Edge Cases: In-Depth Analysis and Human-Machine Fusion Approach 2023@MVA

Explainable Model-Agnostic Similarity and Confidence in Face Verification 2023@WACV-W

Octuplet-Loss: Make Face Recognition Robust to Image Resolution 2023@FG

Susceptibility to Image Resolution in Face Recognition and Training Strategies to Enhance Robustness 2022@LITES-Journal

Face Morphing: Fooling a Face Recognition System Is Simple! 2022

Cross-Quality LFW: A Database for Analyzing Cross-Resolution Image Face Recognition in Unconstrained Environments 2021@FG

Facial Landmark Detection 2017@GCPR

Face Aggregation Network For Video Face Recognition 2021@ICIP

A multi-task comparator framework for kinship verification 2020@FG

Outlier-Robust Neural Aggregation Network for Video Face Identification 2019@ICIP

Attention-based partial face recognition 2021@ICIP

Attention fusion for audio-visual person verification using multi-scale features 2020@FG

A Coarse-to-Fine Dual Attention Network for Blind Face Completion 2021@FG

A system for automated vision-based sea-ice concentration detection and floe-size distribution indication from an icebreaker 2017@OMAE

Projects

This Portfolio Website

E-Freedom

XQLFW

ICON

AI Mountain Art

Book Binding

Interior Design

Empire of Mountains

Ironman 70.3

Principles

Ethical AI Development

Continuous Learning

Open Communication