| 2025 | ICCV | SL | Reza Rezaeian, Moein Heidari, Reza Azad, Dorit Merhof, Hamid Soltanian-Zadeh, Ilker Hacihaliloglu |
| 2025 | MICCAI | HoloPointNet: A Deep Learning Framework for Efficient 3D Point Cloud Holography. | Ankit Amrutkar, Ahmet Nazlioglu, Bjrn Kampa, Volkmar Schulz, Johannes Stegmaier, Markus Rothermel, Dorit Merhof |
| 2025 | MICCAI | CENet: Context Enhancement Network for Medical Image Segmentation. | Afshin Bozorgpour, Sina Ghorbani Kolahi, Reza Azad, Ilker Hacihaliloglu, Dorit Merhof |
| 2025 | MICCAI | Top-Down Attention-Based Multiple Instance Learning for Whole Slide Image Analysis. | Daniel Reisenbchler, Ruining Deng, Christian Matek, Friedrich Feuerhake, Dorit Merhof |
| 2025 | MICCAI | LHU-Net: A Lean Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Segmentation. | Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof |
| 2025 | MICCAI | Modality-Agnostic Brain Lesion Segmentation with Privacy-Aware Continual Learning. | Yousef Sadegheih, Pratibha Kumari, Dorit Merhof |
| 2025 | WACV | Frequency-Domain Refinement of Vision Transformers for Robust Medical Image Segmentation Under Degradation. | Sanaz Karimijafarbigloo, Sina Ghorbani Kolahi, Reza Azad, Ulas Bagci, Dorit Merhof |
| 2024 | BMVC | MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation. | Sina Ghorbani Kolahi, Seyed Kamal Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour, Reza Azad, Moein Heidari, Ilker Hacihaliloglu, Dorit Merhof |
| 2024 | MICCAI | Self-Supervised Contrastive Learning for Consistent Few-Shot Image Representations. | Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof |
| 2024 | MICCAI | Continual Domain Incremental Learning for Privacy-Aware Digital Pathology. | Pratibha Kumari, Daniel Reisenbchler, Lucas Luttner, Nadine S. Schaadt, Friedrich Feuerhake, Dorit Merhof |
| 2024 | MICCAI | Unsupervised Latent Stain Adaptation for Computational Pathology. | Daniel Reisenbchler, Lucas Luttner, Nadine S. Schaadt, Friedrich Feuerhake, Dorit Merhof |
| 2024 | MICCAI | Segmentation of Brain Metastases in MRI: A Two-Stage Deep Learning Approach with Modality Impact Study. | Yousef Sadegheih, Dorit Merhof |
| 2024 | WACV | Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. | Reza Azad, Leon Niggemeier, Michael Httemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof |
| 2024 | WACV | INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. | Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci |
| 2023 | MICCAI | DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation. | Reza Azad, Ren Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof |
| 2023 | MICCAI | Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. | Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof |
| 2023 | MICCAI | DermoSegDiff: A Boundary-Aware Segmentation Diffusion Model for Skin Lesion Delineation. | Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni, Reza Azad, Dorit Merhof |
| 2023 | MICCAI | Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach. | Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof |
| 2023 | WACV | HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. | Moein Heidari, Amirhossein Kazerouni, Milad Soltany Kadarvish, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof |
| 2022 | BMVC | Instance Segmentation of Dense and Overlapping Objects via Layering. | Long Chen, Yuli Wu, Dorit Merhof |
| 2022 | ECCV | Harmonization of Diffusion MRI Data Obtained with Multiple Head Coils Using Hybrid CNNs. | Leon Weninger, Sandro Romanzetti, Julia Ebert, Kathrin Reetz, Dorit Merhof |
| 2022 | ICPR | Automatic Embedding Interventions for the Classification of Hematopoietic Cells. | Philipp Grbel, Julian Thull, Martina Crysandt, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brmmendorf, Dorit Merhof |
| 2022 | MICCAI | Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach. | Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli, Dorit Merhof |
| 2022 | MICCAI | TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation. | Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof |
| 2022 | MICCAI | Contextual Attention Network: Transformer Meets U-Net. | Reza Azad, Moein Heidari, Yuli Wu, Dorit Merhof |
| 2021 | ETFA | Anomaly Detection for the Automated Visual Inspection of PET Preform Closures. | Oliver Rippel, Peter Haumering, Johannes Brauers, Dorit Merhof |
| 2021 | ETFA | Leveraging pre-trained Segmentation Networks for Anomaly Segmentation. | Oliver Rippel, Dorit Merhof |
| 2021 | ICPRAM | Estimating the Probability Density Function of New Fabrics for Fabric Anomaly Detection. | Oliver Rippel, Maximilian Mller, Andreas Mnkel, Thomas Gries, Dorit Merhof |
| 2020 | CVPR | NTIRE 2020 Challenge on Spectral Reconstruction from an RGB Image. | Boaz Arad, Radu Timofte, Ohad Ben-Shahar, Yi-Tun Lin, Graham D. Finlayson, Shai Givati, Jiaojiao Li, Chaoxiong Wu, Rui Song, Yunsong Li, Fei Liu, Zhiqiang Lang, Wei Wei, Lei Zhang, Jiangtao Nie, Yuzhi Zhao, Lai-Man Po, Qiong Yan, Wei Liu, Tingyu Lin, Youngjung Kim, Changyeop Shin, Kyeongha Rho, Sungho Kim, Zhiyu Zhu, Junhui Hou, He Sun, Jinchang Ren, Zhenyu Fang, Yijun Yan, Hao Peng, Xiaomei Chen, Jie Zhao, Tarek Stiebel, Simon Koppers, Dorit Merhof, Honey Gupta, Kaushik Mitra, Biebele Joslyn Fubara, Mohamed H. Sedky, Dave Dyke, Atmadeep Banerjee, Akash Palrecha, Sabarinathan sabarinathan, K. Uma, D. Synthiya Vinothini, B. Sathya Bama, S. M. Md Mansoor Roomi |
| 2020 | ECCV | Improving Pixel Embedding Learning Through Intermediate Distance Regression Supervision for Instance Segmentation. | Yuli Wu, Long Chen, Dorit Merhof |
| 2020 | ETFA | Accurate Stitch Position Identification of Sewn Threads in Textiles. | Dieter Geller, Tarek Stiebel, Oliver Rippel, Jonas Osburg, Volker Lutz, Thomas Gries, Dorit Merhof |
| 2020 | ETFA | GAN-based Defect Synthesis for Anomaly Detection in Fabrics. | Oliver Rippel, Maximilian Mller, Dorit Merhof |
| 2020 | ICPR | Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection. | Oliver Rippel, Patrick Mertens, Dorit Merhof |
| 2020 | MICCAI | Semi-supervised Instance Segmentation with a Learned Shape Prior. | Long Chen, Weiwen Zhang, Yuli Wu, Martin Strauch, Dorit Merhof |
| 2020 | MICCAI | A Method for Semantic Knee Bone and Cartilage Segmentation with Deep 3D Shape Fitting Using Data from the Osteoarthritis Initiative. | Justus Schock, Marcin Kopaczka, Benjamin Agthe, Jie Huang, Paul Kruse, Daniel Truhn, Stefan Conrad, Gerald Antoch, Christiane Kuhl, Sven Nebelung, Dorit Merhof |
| 2019 | BIBE | Interpolating Maps between Neural Response Spaces for Chemosensing with Fruit Fly Antenna Sensors. | Martin Strauch, Karl Krger, Latha Mukunda, Alja Ldke, C. Giovanni Galizia, Dorit Merhof |
| 2019 | MICCAI | Instance Segmentation of Biomedical Images with an Object-Aware Embedding Learned with Local Constraints. | Long Chen, Martin Strauch, Dorit Merhof |
| 2019 | MICCAI | Combined Learning for Similar Tasks with Domain-Switching Networks. | Daniel Bug, Dennis Eschweiler, Qianyu Liu, Justus Schock, Leon Weninger, Friedrich Feuerhake, Julia Schler, Johannes Stegmaier, Dorit Merhof |
| 2019 | MICCAI | GAN-Based Image Enrichment in Digital Pathology Boosts Segmentation Accuracy. | Laxmi Gupta, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof, Michael Gadermayr |
| 2019 | MICCAI | Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification. | Christoph Haarburger, Michael Baumgartner, Daniel Truhn, Mirjam Broeckmann, Hannah Schneider, Simone Schrading, Christiane Kuhl, Dorit Merhof |
| 2018 | BIBE | Recovering a Chemotopic Feature Space from a Group of Fruit Fly Antenna Chemosensors. | Martin Strauch, Latha Mukunda, Alja Ldke, C. Giovanni Galizia, Dorit Merhof |
| 2018 | CVPR | Reconstructing Spectral Images From RGB-Images Using a Convolutional Neural Network. | Tarek Stiebel, Simon Koppers, Philipp Seltsam, Dorit Merhof |
| 2018 | ETFA | An Inspection System for Multi-Label Polymer Classification. | Tarek Stiebel, Marcel Bosling, Aljoscha Steffens, Thomas Pretz, Dorit Merhof |
| 2018 | ETFA | Correction of Thread Position Mismatch in High Precision CNC Sewing. | Tarek Stiebel, Dieter Geller, Dorit Merhof |
| 2018 | ICISP | Gradual Domain Adaptation for Segmenting Whole Slide Images Showing Pathological Variability. | Michael Gadermayr, Dennis Eschweiler, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof |
| 2018 | ICPRAM | Fully Automatic Faulty Weft Thread Detection using a Camera System and Feature-based Pattern Recognition. | Marcin Kopaczka, Marco Saggiomo, Moritz Gttler, Thomas Gries, Dorit Merhof |
| 2018 | ICPRAM | Detection and Classification of Faulty Weft Threads Using Both Feature-Based and Deep Convolutional Machine Learning Methods. | Marcin Kopaczka, Marco Saggiomo, Moritz Gttler, Kevin Kielholz, Dorit Merhof |
| 2018 | MICCAI | MixNet: Multi-modality Mix Network for Brain Segmentation. | Long Chen, Dorit Merhof |
| 2018 | MICCAI | Which Way Round? A Study on the Performance of Stain-Translation for Segmenting Arbitrarily Dyed Histological Images. | Michael Gadermayr, Vitus Appel, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof |
| 2018 | MICCAI | Evaluating Out-of-the-Box Methods for the Classification of Hematopoietic Cells in Images of Stained Bone Marrow. | Philipp Grbel, Martina Crysandt, Reinhild Herwartz, Melanie Hoffmann, Barbara Mara Klinkhammer, Peter Boor, Tim H. Brmmendorf, Dorit Merhof |
| 2018 | MICCAI | Segmentation of Brain Tumors and Patient Survival Prediction: Methods for the BraTS 2018 Challenge. | Leon Weninger, Oliver Rippel, Simon Koppers, Dorit Merhof |
| 2017 | ACIVS | Face Detection in Thermal Infrared Images: A Comparison of Algorithm- and Machine-Learning-Based Approaches. | Marcin Kopaczka, Jan Nestler, Dorit Merhof |
| 2017 | ICIAP | Fully-Automated CNN-Based Computer Aided Celiac Disease Diagnosis. | Michael Gadermayr, Georg Wimmer, Andreas Uhl, Hubert Kogler, Andreas Vcsei, Dorit Merhof |
| 2017 | ICIAP | Face Tracking and Respiratory Signal Analysis for the Detection of Sleep Apnea in Thermal Infrared Videos with Head Movement. | Marcin Kopaczka, zcan zkan, Dorit Merhof |
| 2017 | MICCAI | Context-Based Normalization of Histological Stains Using Deep Convolutional Features. | Daniel Bug, Steffen Schneider, Anne Grote, Eva Oswald, Friedrich Feuerhake, Julia Schler, Dorit Merhof |
| 2016 | ETFA | Automated enhancement and detection of stripe defects in large circular weft knitted fabrics. | Marcin Kopaczka, Hanry Ham, Kristina Simonis, Raphael Kolk, Dorit Merhof |
| 2016 | ICIP | Have we underestimated the power of image undistortion? | Wei Li, Wenting Huang, Matthias Breier, Dorit Merhof |
| 2016 | INDIN | Color filter arrays revisited - Evaluation of Bayer pattern interpolation for industrial applications. | Matthias Breier, Constantin Haas, Wei Li, Dorit Merhof |
| 2016 | MICCAI | Do We Need Large Annotated Training Data for Detection Applications in Biomedical Imaging? A Case Study in Renal Glomeruli Detection. | Michael Gadermayr, Barbara Mara Klinkhammer, Peter Boor, Dorit Merhof |
| 2016 | MICCAI | Direct Estimation of Fiber Orientations Using Deep Learning in Diffusion Imaging. | Simon Koppers, Dorit Merhof |
| 2016 | MICCAI | Evaluation of i-Scan Virtual Chromoendoscopy and Traditional Chromoendoscopy for the Automated Diagnosis of Colonic Polyps. | Georg Wimmer, Michael Gadermayr, Roland Kwitt, Michael Hfner, Dorit Merhof, Andreas Uhl |
| 2015 | ICIP | Skew correction and line extraction in binarized printed text images. | Wei Li, Matthias Breier, Dorit Merhof |
| 2015 | IECON | Detection of elevated regions in surface images from laser beam melting processes. | Joschka zur Jacobsmhlen, Stefan Kleszczynski, Gerd Witt, Dorit Merhof |
| 2014 | ETFA | Robustness analysis of imaging system for inspection of laser beam melting systems. | Joschka zur Jacobsmhlen, Stefan Kleszczynski, Gerd Witt, Dorit Merhof |
| 2014 | ICPR | Interactive Framework for Insect Tracking with Active Learning. | Minmin Shen, Wei Huang, Paul Szyszka, C. Giovanni Galizia, Dorit Merhof |
| 2014 | IECON | Text recognition for information retrieval in images of printed circuit boards. | Wei Li, Stefan Neullens, Matthias Breier, Marcel Bosling, Thomas Pretz, Dorit Merhof |
| 2014 | IECON | Rotation estimation for printed circuit board recycling. | Matthias Breier, Wei Li, Marcel Bosling, Thomas Pretz, Dorit Merhof |
| 2013 | ICIP | Automatic framework for tracking honeybee's antennae and mouthparts from low framerate video. | Minmin Shen, Paul Szyszka, C. Giovanni Galizia, Dorit Merhof |
| 2012 | GI | Diffusionsbildgebung -Trends und aktuelle Entwicklungen. | Dorit Merhof, Diana Rttger, Christopher Nimsky |
| 2012 | GI | Visualization and Evaluation of Intra-Bundle Diffusion Characteristics. | Diana Rttger, Daniela Dudai, Dorit Merhof, Stefan Mller |
| 2012 | ISVC | Bundle Visualization Strategies for HARDI Characteristics. | Diana Rttger, Daniela Dudai, Dorit Merhof, Stefan Mller |
| 2012 | VDA | Instant visitation maps for interactive visualization of uncertain particle trajectories. | Kai Brger, Roland Fraedrich, Dorit Merhof, Rdiger Westermann |
| 2006 | MICCAI | Fast and Accurate Connectivity Analysis Between Functional Regions Based on DT-MRI. | Dorit Merhof, Mirco Richter, Frank Enders, Peter Hastreiter, Oliver Ganslandt, Michael Buchfelder, Christopher Nimsky, Gnther Greiner |
| 2005 | GI | Rekonstruktion und Visualisierung neuronaler Bahnen. | Peter Hastreiter, Dorit Merhof, Frank Enders, Rudolf Fahlbusch, Christopher Nimsky, Marc Stamminger |