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About me

Experiences


Scientific Researcher, PhD student

2018.03 - 2023.12
Institute of Imaging & Computer Vision (LfB), RWTH Aachen University, Germany

Intern in Computer Vision

2017.10 - 2018.02
Huarui AI, Beijing, China

Intern in Database Development

2017.04 - 2017.09
Robert Bosch GmbH, Hildesheim, Germany

Student Research Assistant

2016.03 - 2016.06
Institute of Technical Acoustics (ITA), RWTH Aachen University, Germany

Educations


M.Sc. in Computer Engineering

2014 - 2017
RWTH Aachen University, Aachen, Germany

B.Sc. in Microelectronics

2009 - 2013
Xidian University, Xi'an, China

Projects


PheNeSens: Phenotyping of Nematodes with Sensors
Funded by: Project KMU-Innovativ-19, Germany Ministry of Education and Research (BMBF)
NeuronSeg: Neuron Analysis in Calcium Images
Funded by: Research Training Group 2416 MultiSenses-MultiScales, German Research Foundation (DFG)

Publications


SortedAP: Rethinking evaluation metrics for instance segmentation
Published in: International Conference on Computer Vision (ICCV) Workshops 2023
Authors: Long Chen, Yuli Wu and Johannes Stegmaier
Instance Segmentation of Dense and Overlapping Objects via Layering
Published in: British Machine Vision Conference (BMVC)
Authors: Long Chen, Yuli Wu and Dorit Merhof
High-throughput phenotyping of nematode cysts
Published in: Frontiers in Plant Science
Authors: Long Chen, Matthias Daub, Hans-Georg Luigs, Marcus Jansen, Martin Strauch and Dorit Merhof
Learning to Segment Fine Structures Under Image-Level Supervision With an Application to Nematode Segmentation
Published in: International Engineering in Medicine and Biology Conference (EMBC)
Authors: Long Chen, Martin Strauch, Matthias Daub, Hans-Georg Luigs, Marcus Jansen and Dorit Merhof
Semi-supervised Instance Segmentation with a Learned Shape Prior
Published in: MICCAI 2020 Workshop on Medical Image Learning with Less Labels and Imperfect Data (MIL3ID)
Authors: Long Chen, Weiwen Zhang, Yuli Wu, Martin Strauch and Dorit Merhof
Improving Pixel Embedding Learning through Intermediate Distance Regression Supervision
Published in: ECCV 2020 Workshop on Computer Vision Problems in Plant Phenotyping (CVPPP)
Authors: Yuli Wu, Long Chen and Dorit Merhof
A CNN Framework Based on Line Annotations for Detecting Nematodes in Microscopic Images
Published in: IEEE International Symposium on Biomedical Imaging (ISBI) 2020
Authors: Long Chen, Martin Strauch, Matthias Daub, Xiaochen Jiang, Marcus Jansen, Hans-Georg Luigs, Susanne Schultz-Kuhlmann, Stefan Kruessel and Dorit Merhof
Instance Segmentation of Biomedical Images with an Object-aware Embedding Learned with Local Constraints
Published in: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2019
Authors: Long Chen, Martin Strauch and Dorit Merhof
Instance Segmentation of Nematode Cysts in Microscopic Images of Soil Samples
Published in: International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 2019
Authors: Long Chen, Martin Strauch, Matthias Daub, Marcus Jansen, Hans-Georg Luigs and Dorit Merhof
MixNet Multi-modality Mix Network for Brain Segmentation
Published in: MICCAI 2018 Brainlesion Workshop (BrainLes)
Authors: Long Chen and Dorit Merhof

Awards


  • Best Paper Honorable Mention of ECCV 2020 workshop CVPPP
  • 3rd Place Winner of the Grand Challenge on MR Brain Segmentation at MICCAI 2018