Author

Shanmuganathan Raman

Indian Institute of Technology GandhinagarORCID 0000-0003-2718-7891Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioengineering· 1 Plant Biology· 1

Signature Assays, Organisms & Methods

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Assay:imaging· 2 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Approach:contrastive learning· 1 Approach:deep learning· 1 Approach:experimental assay· 1 Organism:plant (other)· 1

Frequent Co-Authors

A. K. Sah· 1 shared Jaidev Sanjay Khalane· 1 shared Karthik PushpavanamiD· 1 shared Nilesh D. GawandeiD· 1 shared P. AdwaithiD· 1 shared Subramanian SankaranarayananiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 6 mutual co-author links

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1 shared paperBioengineering

A. K. Sah

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2 papers

Recent·Most cited

BioengineeringbioRxivPreprintAug 17, 2026

From Generation to Discrimination: Vision Foundation Models for Synthetic SEM Image Detection

P. Adwaith, A. K. Sah, Shanmuganathan Raman, Karthik Pushpavanam

This paper develops a deep learning framework to detect synthetic SEM images generated by GANs, using CLIP ViT-L-14 fine-tuned on real and synthetic datasets.

DOI 10.64898/2026.08.12.744545

imagingdeep learning

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Plant BiologybioRxivPreprintJan 8, 2025

IMPORTANT: Advanced Pollen Classification of Indian Medicinal Plants through SEM and Computer Vision

Jaidev Sanjay Khalane, Nilesh D. Gawande, Shanmuganathan Raman, Subramanian Sankaranarayanan

The paper develops a computer vision approach using SEM images to classify Indian medicinal plant pollen, creating a dataset and database for accurate species identification.

2 citations

plant (other)imaging

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