I am a first-year Ph.D. student in Robotics at Georgia Tech, advised by Prof. Ye Zhao. I received my M.S. in Electrical and Computer Engineering from UC San Diego, advised by Prof. Xiaolong Wang. I previously worked with Prof. Fei Liu and Prof. Tianshu Yu. I am interested in building practical and deployable robotic systems that bridge research and real-world industrial applications.
Attention-Driven Depth Fusion: Leveraging Focus and Single-Image Priors with Self-Cross Attention
Rui Yan, Zaitian Gongye
We propose an end-to-end model that fuses a single RGB image and its defocus map using attention mechanisms to estimate depth. Instead of handcrafted fusion, it uses self- and cross-attention for uncertainty-aware refinement.