Peer-Reviewed Scientific Publications
A. Kumar, A. Agarwal, N. Ratha
A novel adversarial defense mechanism engineered to protect facial biometrics from unauthorized deep learning feature extraction.
M. RA*, A. Kumar*, A. Agarwal
An empirical investigation comparing synthetic vs. real distributions for robust demographic and soft-biometric classification.
R. Jain, A. Agarwal, A. Kumar
Exploring the resilience of foundational vision models when subjected to severe cross-domain shifts utilizing sketch-based modalities.
R. Jain, A. Kumar, A. Agarwal
A generative framework leveraging semantic constraints to synthesize high-fidelity, photorealistic RGB images from structural sketches.
Mohit, A. Kumar, A. Agarwal
Utilizing Generative Adversarial Networks to normalize extreme pose and illumination variations in unconstrained facial imagery.