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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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Posts
Why fastai?
Published:
This is my first blog post discussing about fastai, it’s uses and why it’s important for you as a beginner in machine learning to start using fastai. Let me tell you, you might be late to the party, but you won’t be slow with fastai ;)
Rest in Peace, Banerjee Sir.
Published:
TL; DR
portfolio
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publications
Digital heritage reconstruction using deep learning-based super-resolution
Published in Heritage Preservation: A Computational Approach, 67-86, 2018
Recommended citation: PR Madhu, MV Joshi. (2018). "Digital heritage reconstruction using deep learning-based super-resolution." Heritage Preservation: A Computational Approach, 67-86. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:u5HHmVD_uO8C
Recognizing Characters in Art History Using Deep Learning
Published in Proceedings of the 1st Workshop on Structuring and Understanding of …, 2019
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
Deep Learning Based Attribute Representation in Ancient Vase Paintings
Published in DH2020, Book of Abstracts, 2020
Recommended citation: PB Prathmesh Madhu, Torsten Bendschus, Corinna Reinhardt, Vincent Christlein. (2020). "Deep Learning Based Attribute Representation in Ancient Vase Paintings." DH2020, Book of Abstracts. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&cstart=20&pagesize=80&citation_for_view=tEe1-TYAAAAJ:9yKSN-GCB0IC
Deep learning-based quantification of pulmonary hemosiderophages in cytology slides
Published in Scientific Reports 10 (1), 9795, 2020
Recommended citation: C Marzahl, M Aubreville, CA Bertram, J Stayt, AK Jasensky, .... (2020). "Deep learning-based quantification of pulmonary hemosiderophages in cytology slides." Scientific Reports 10 (1), 9795. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:u-x6o8ySG0sC
Towards Image Caption Generation for Art Historical Data
Published in ArXiv, 2020
Recommended citation: J Gupta, P Madhu, R Kosti, P Bell, A Maier, V Christlein. (2020). "Towards Image Caption Generation for Art Historical Data." ArXiv. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:2osOgNQ5qMEC
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
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
An unobtrusive quality supervision approach for medical image annotation
Published in arXiv preprint arXiv:2211.06146, 2022
Recommended citation: S Kunzmann, M Öttl, P Madhu, F Denzinger, A Maier. (2022). "An unobtrusive quality supervision approach for medical image annotation." arXiv preprint arXiv:2211.06146. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:roLk4NBRz8UC
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
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
Effect of Random Histogram Equalization on Breast Calcification Analysis Using Deep Learning
Published in Bildverarbeitung für die Medizin 2022: Proceedings, German Workshop on …, 2022
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
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
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
ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition
Published in 2022 26th International Conference on Pattern Recognition (ICPR), 4989-4994, 2022
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
One-Shot Object Detection in Heterogeneous Artwork Datasets
Published in 2022 Eleventh International Conference on Image Processing Theory, Tools and …, 2022
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
Classification of Luminal Subtypes in Full Mammogram Images Using Transfer Learning
Published in arXiv preprint arXiv:2301.09282, 2023
Recommended citation: AB Panambur, P Madhu, A Maier. (2023). "Classification of Luminal Subtypes in Full Mammogram Images Using Transfer Learning." arXiv preprint arXiv:2301.09282. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:hqOjcs7Dif8C
Concepts to Computational Constructs: Advanced Scene Understanding for Heterogeneous Artworks Using Deep Learning
Published in Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 2023
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
ICC++: Explainable feature learning for art history using image compositions
Published in Pattern Recognition 136, 109153, 2023
Recommended citation: P Madhu, T Marquart, R Kosti, D Suckow, P Bell, A Maier, V Christlein. (2023). "ICC++: Explainable feature learning for art history using image compositions." Pattern Recognition 136, 109153. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:Se3iqnhoufwC
SniffyArt: The Dataset of Smelling Persons
Published in Proceedings of the 5th Workshop on analySis, Understanding and proMotion of …, 2023
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
Transfer Learning for Olfactory Object Detection
Published in arXiv preprint arXiv:2301.09906, 2023
Recommended citation: M Zinnen, P Madhu, P Bell, A Maier, V Christlein. (2023). "Transfer Learning for Olfactory Object Detection." arXiv preprint arXiv:2301.09906. https://scholar.google.com/citations?view_op=view_citation&hl=en&user=tEe1-TYAAAAJ&citation_for_view=tEe1-TYAAAAJ:0EnyYjriUFMC
Attention-guided Erasing: Novel Augmentation Method for Enhancing Downstream Breast Density Classification
Published in International Journal of Computer Assisted Radiology and Surgery, 2024
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
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
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
Smelly, dense, and spreaded: The Object Detection for Olfactory References (ODOR) dataset
Published in Expert Systems with Applications 255, 124576, 2024
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
Attention-guided erasing for enhanced transfer learning in breast abnormality classification
Published in International Journal of Computer Assisted Radiology and Surgery, 2025
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
talks
Invited Talk - Summer School on Deep Learning
Published:
While working at Infocusp Innovations Pvt. Ltd., I was one of the keynote speakers for Summer School on Deep learning organized by IEEE Student Branch, DAIICT. There were 200+ students attending this summer school.
Deep Learning based Super resolution
Published:
This talk was presented at the Pattern Recognition Symposium in March, 2019 at FAU, Erlangen-Nuernberg. This talk had two parts: a) Brief description about my Masters’ thesis b) Plans and Introduction to my PhD topic and data.
Objectifying the subjective - enhancing object detection in vase paintings
Published:
This talk was presented at the Pattern Recognition Symposium in February, 2020 at FAU, Erlangen-Nuernberg. This talk was focused on enhancing object detection for classical archaeological artworks. This work is in progress and this presentation was a part of it, abstract of which has been accepted at Alliance for Digital Humanities, 2020 (ADHO 2020), Ottawa, Canada.
teaching
Assistant Tutor Personal Coaching
Coaching, Jharna Tuition Class, 2011
Tutoring experience in the subjects of Physics and Math for class 9, 10, 11 and 12 for ISC board students. Conducted teaching in classroom-like environment for 15+ students.
Teaching Assistant DAIICT
Undergraduate course, DAIICT, Information and Communication Technology, 2015
Tutoring experience in the subjects of Advanced Calculus, Linear Algebra and Communication systems for 1st and 2nd year Undergraduate students. Conducted teaching/assisting in classroom-like environment for 60+ students helping them with assignment questions and tutorials.