Author

Souptik Barua

New York UniversityORCID 0000-0002-1675-8874Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:imaging· 1 Approach:statistical model· 1

Frequent Co-Authors

Aasma ShaukatiD· 1 shared Andrea J. GlenniD· 1 shared Aristotelis TsirigosiD· 1 shared Lauren Thomas BerubeiD· 1 shared Morgan Erika GramsiD· 1 shared Sam SterlingiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 15 mutual co-author links

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1 shared paperBioinformatics

Aasma ShaukatORCID

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1 paper

Recent·Most cited

Vision-Language Models for Image-Based Dietary Assessment: A Benchmark of Accuracy, Cost, and Prompt Strategies Across Ten Models

Sam Sterling, Lauren Thomas Berube, Andrea J. Glenn, Aasma Shaukat, Souptik Barua, Morgan Erika Grams, Aristotelis Tsirigos

This study benchmarks ten vision-language models for automated food recognition, weight, and calorie estimation using the Nutrition5k dataset, finding Gemini 3.0 Flash and 3.1 Flash Lite as top performers.

bioRxiv · Jul 29, 2026 · PreprintBioinformatics