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Rajkumar Saini

3 accepted papers

2026

Neuro-Robot Interaction in Robot-Assisted Surgery Using EEG and Self-Supervised Graph Transformer

ICRA 2026poster

Robot-Assisted Surgery (RAS) represents a major frontier in the robotics community, blending precision automation with human skill in high-stakes clinical environments. Evaluating surgeon performance in RAS is critical for training and certification, yet current methods rely heavily on video analysi…

Cited by 0Scholar
2025

ASTrA: Adversarial Self-supervised Training with Adaptive-Attacks

ICLR 2025poster

Existing self-supervised adversarial training (self-AT) methods rely on hand-crafted adversarial attack strategies for PGD attacks, which fail to adapt to the evolving learning dynamics of the model and do not account for instance-specific characteristics of images. This results in sub-optimal adver…

2024

Möbius Transform for Mitigating Perspective Distortions in Representation Learning

ECCV 2024poster

"Perspective distortion (PD) causes unprecedented changes in shape, size, orientation, angles, and other spatial relationships of visual concepts in images. Precisely estimating camera intrinsic and extrinsic parameters is a challenging task that prevents synthesizing perspective distortion. Non-ava…