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02.01.2026

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MCML Researchers in Highly-Ranked Journals

14 Papers in 2026 Highlight Scientific Impact

We are happy to announce that MCML researchers are represented in 2026 with 14 papers in highly-ranked journals. Congrats to our researchers!

Q. XuD. RügamerA. Bender • M. E. Maros
Deep generative models in digital subtraction angiography (DSA) and X-ray angiography: a systematic review.
Artificial Intelligence Review 59.77. Jan. 2026. DOI
Z. Chen • Y. Wang • Y. Shi • X. Zhu
Reconstructing Building Height from Spaceborne TomoSAR Point Clouds Using a Dual-Topology Network.
IEEE Transactions on Geoscience and Remote Sensing Early Access. Jan. 2026. DOI GitHub
Y. Ni • R. Liang • X. Hao • J. Cheng • Q. Wang • C. Huang • C. Zou • W. Zhou • W. Ding • B. W. Schuller
Affine Modulation-based Audiogram Fusion Network for Joint Noise Reduction and Hearing Loss Compensation.
Information Fusion 127. Part A.103726. Mar. 2026. DOI GitHub
J. HeX. Zhu
Reverse degradation for remote sensing pan-sharpening.
International Journal of Applied Earth Observation and Geoinformation 146.105085. Feb. 2026. DOI
M. FornasierJ. KlemencA. Scagliotti
Trade-off Invariance Principle for Minimizers of Regularized Functionals.
Journal of Optimization Theory and Applications 208.78. Jan. 2026. DOI
M. Fischer • A. Muckenhuber • R. Peretzke • L. Farah • C. Ulrich • S. Ziegler • P. Schader • L. Feineis • H. Gao • S. Xiao • M. Götz • M. Nolden • K. Steiger • J. T. Sieveke • L. Endrös • R. Braren • J. Kleesiek • P. J. Schüffler • P. Neher • K. Maier-Hein
Contrastive virtual staining enhances deep learning-based PDAC subtyping from H&E-stained tissue cores.
Journal of Pathology 268.1. Jan. 2026. DOI
S. M. A. R. Thies • J. C. Alfaro • V. Bengs
MORE–PLR: Multi-Output Regression Employed for Partial Label Ranking.
Machine Learning 115.18. Jan. 2026. DOI
A. Varma • D. Scholz • A. C. Erdur • J. C. Peeken • D. RückertB. Wiestler
Improving out-of-domain generalization in Multiple Sclerosis detection and segmentation using Random Convolutions.
Pattern Recognition Letters 199. Jan. 2026. DOI
J. He • L. Lin • Z. Zheng • Q. Yuan • J. Li • L. Zhang • X. Zhu
Spatial-X fusion for multi-source satellite imageries.
Remote Sensing of Environment 334.115214. Mar. 2026. DOI
Á. I. Toldy • P. Pisal • O. Krejčí • P. Rinke • A. Santasalo-Aarnio
TheMeCat: Dataset of Thermocatalytic Conversion of CO2 to Methanol.
Scientific Data 13.165. Jan. 2026. DOI
X. Zhu • Q. Li • Y. Shi • Y. Wang • A. J. Stewart • J. Prexl • F. Zhang
GlobalBuildingMap — Unveiling the mystery of global buildings.
Scientific Data 13.71. Jan. 2026. DOI
A. Höhl • S. Ofori-Ampofo • M.-Á. Fernández-Torres • R. S. Kuzu • X. 
A large-scale, multitask, multisensory dataset for climate-aware crop monitoring in the US from 2018–2022.
Scientific Data 13.72. Jan. 2026. DOI
R. Schwank • M. Drton
On the distance between mean and geometric median in high dimensions.
Statistics and Probability Letters Early Access.110679. Feb. 2026. DOI
X. Zhu • Y. Zeng • J. Guo
Enhancing the Understanding of Urban Green Space Cooling Effects in China's Major Cities with a Sub-Meter Dataset.
Sustainable Cities and Society 136.107051. Jan. 2026. DOI
#research #top-tier-work #bischl #drton #fornasier #huellermeier #rinke #rueckert #ruegamer #schueffler #schuller #wiestler #zhu
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