Author

S. Raman

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Open access Aug 2026

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

A deep learning-based framework capable of distinguishing between authentic SEM images and those synthesized by Generative Adversarial Networks (GANs) is presented, and an important step toward detecting and mitigating image forgeries in materials science publications is provided.

A. Palangattu, A. K. Sah, S. Raman et al. · bioRxiv · 0 citations

#human-computer interacti... Preprint May 2025

Beyond Reconstruction: What EEG-to-Video Decoding Actually Recovers

Results show that EEG exhibits a consistent visual and emotional structure that can support dynamic video generation, whereas current reconstruction primarily reflects coarse stimulus-level information rather than fine-grained, trial-specific decoding.

Prajwal Singh, Anupam Sharma, Pankaj Pandey et al. · 0 citations