Publications

You can also find my publications on Google Scholar.

Zero-Shot Cross-City Generalization in End-to-End Autonomous Driving: Self-Supervised versus Supervised Representations

Fatemeh Naeinian, Ali Hamza, Haoran Zhu, Anna Choromanska

arXiv preprint arXiv:2603.11417 2026

A controlled zero-shot cross-city stress test for end-to-end driving: I-JEPA, DINOv2, and MAE backbones versus supervised ImageNet backbones under strict geographic splits on nuScenes and NAVSIM.

Mapping Human Grasping to 3-Finger Grippers: A Deep Learning Perspective

Fatemeh Naeinian, Elnaz Balazadeh, Mehdi Tale Masouleh

Proceedings of the 32nd International Conference on Electrical Engineering (ICEE) 2024

Predicts grasp points for a three-finger gripper from RGB images and MediaPipe finger keypoints, reaching 88.2% grasp configurational accuracy.