Prathmesh R. Madhu

Prathmesh R. Madhu

An AI and machine learning leader with 10+ years of experience in advanced computer vision, large language models, and agentic AI systems. He combines strong research expertise with practical product development to deliver impactful AI-driven solutions.

Publications

For the full list of academic publications, check out my official-webpage, Google Scholar profile.

Attention-guided erasing for enhanced transfer learning in breast abnormality classification

Published in International Journal of Computer Assisted Radiology and Surgery, 2025

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Recommended citation: AB Panambur, S Bhat, H Yu, P Madhu, S Bayer, A Maier. (2025). "Attention-guided erasing for enhanced transfer learning in breast abnormality classification." International Journal of Computer Assisted Radiology and Surgery. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:Zph67rFs4hoC

Smelly, dense, and spreaded: The Object Detection for Olfactory References (ODOR) dataset

Published in Expert Systems with Applications 255, 124576, 2024

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Recommended citation: M Zinnen, P Madhu, I Leemans, P Bell, A Hussian, H Tran, A Hürriyetoğlu, .... (2024). "Smelly, dense, and spreaded: The Object Detection for Olfactory References (ODOR) dataset." Expert Systems with Applications 255, 124576. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:KlAtU1dfN6UC

Enhancing downstream classification of breast abnormalities in contrast enhanced spectral mammography using a neighborhood representation loss

Published in Medical Imaging 2024: Computer-Aided Diagnosis 12927, 77-84, 2024

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Recommended citation: AB Panambur, P Madhu, S Bayer, A Maier. (2024). "Enhancing downstream classification of breast abnormalities in contrast enhanced spectral mammography using a neighborhood representation loss." Medical Imaging 2024: Computer-Aided Diagnosis 12927, 77-84. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:ULOm3_A8WrAC

Attention-guided Erasing: Novel Augmentation Method for Enhancing Downstream Breast Density Classification

Published in International Journal of Computer Assisted Radiology and Surgery, 2024

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Recommended citation: AB Panambur, H Yu, S Bhat, P Madhu, S Bayer, A Maier. (2024). "Attention-guided Erasing: Novel Augmentation Method for Enhancing Downstream Breast Density Classification." International Journal of Computer Assisted Radiology and Surgery. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:kNdYIx-mwKoC

SniffyArt: The Dataset of Smelling Persons

Published in Proceedings of the 5th Workshop on analySis, Understanding and proMotion of  …, 2023

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Recommended citation: M Zinnen, A Hussian, H Tran, P Madhu, A Maier, V Christlein. (2023). "SniffyArt: The Dataset of Smelling Persons." Proceedings of the 5th Workshop on analySis, Understanding and proMotion of  …. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:MXK_kJrjxJIC

Concepts to Computational Constructs: Advanced Scene Understanding for Heterogeneous Artworks Using Deep Learning

Published in Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 2023

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Recommended citation: P Madhu. (2023). "Concepts to Computational Constructs: Advanced Scene Understanding for Heterogeneous Artworks Using Deep Learning." Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU). https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&cstart=20&pagesize=80&citation_for_view=tEe1-TYAAAAJ:8k81kl-MbHgC

One-Shot Object Detection in Heterogeneous Artwork Datasets

Published in 2022 Eleventh International Conference on Image Processing Theory, Tools and  …, 2022

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Recommended citation: P Madhu, A Meyer, M Zinnen, L Mührenberg, D Suckow, T Bendschus, .... (2022). "One-Shot Object Detection in Heterogeneous Artwork Datasets." 2022 Eleventh International Conference on Image Processing Theory, Tools and  …. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:ufrVoPGSRksC

ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition

Published in 2022 26th International Conference on Pattern Recognition (ICPR), 4989-4994, 2022

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Recommended citation: M Zinnen, P Madhu, R Kosti, P Bell, A Maier, V Christlein. (2022). "ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition." 2022 26th International Conference on Pattern Recognition (ICPR), 4989-4994. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:UebtZRa9Y70C

Enhancing human pose estimation in ancient vase paintings via perceptually-grounded style transfer learning

Published in ACM Journal on Computing and Cultural Heritage 16 (1), 1-17, 2022

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Recommended citation: P Madhu, A Villar-Corrales, R Kosti, T Bendschus, C Reinhardt, P Bell, .... (2022). "Enhancing human pose estimation in ancient vase paintings via perceptually-grounded style transfer learning." ACM Journal on Computing and Cultural Heritage 16 (1), 1-17. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:Tyk-4Ss8FVUC

Effect of Random Histogram Equalization on Breast Calcification Analysis Using Deep Learning

Published in Bildverarbeitung für die Medizin 2022: Proceedings, German Workshop on  …, 2022

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Recommended citation: AB Panambur, P Madhu, A Maier. (2022). "Effect of Random Histogram Equalization on Breast Calcification Analysis Using Deep Learning." Bildverarbeitung für die Medizin 2022: Proceedings, German Workshop on  …. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:YsMSGLbcyi4C

ARIN: Adaptive Resampling and Instance Normalization for Robust Blind Inpainting of Dunhuang Cave Paintings

Published in 2022 Eleventh International Conference on Image Processing Theory, Tools and  …, 2022

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Recommended citation: A Schmidt, P Madhu, A Maier, V Christlein, R Kosti. (2022). "ARIN: Adaptive Resampling and Instance Normalization for Robust Blind Inpainting of Dunhuang Cave Paintings." 2022 Eleventh International Conference on Image Processing Theory, Tools and  …. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:WF5omc3nYNoC

Understanding Compositional Structures in Art Historical Images Using Pose and Gaze Priors: Towards Scene Understanding in Digital Art History

Published in European Conference on Computer Vision, 109-125, 2020

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Recommended citation: P Madhu, T Marquart, R Kosti, P Bell, A Maier, V Christlein. (2020). "Understanding Compositional Structures in Art Historical Images Using Pose and Gaze Priors: Towards Scene Understanding in Digital Art History." European Conference on Computer Vision, 109-125. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:qjMakFHDy7sC

Recognizing Characters in Art History Using Deep Learning

Published in Proceedings of the 1st Workshop on Structuring and Understanding of  …, 2019

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Recommended citation: P Madhu, R Kosti, L Mührenberg, P Bell, A Maier, V Christlein. (2019). "Recognizing Characters in Art History Using Deep Learning." Proceedings of the 1st Workshop on Structuring and Understanding of  …. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:d1gkVwhDpl0C