Internship

[2] Intel Labs

June.2021-Sep.2021

Graduate Technical Intern

Deep Learning Based 4D/5D Radar Perception

  • PointPillar/VoxelNet based object detection from 3D/4D radar point cloud

  • Development of end-to-end joint detection and tracking from 4D/5D radar using transformer

  • Explore different radar features for 4D/5D radar perception pipeline

[1] Genentech June.2020-Sep.2020

Research Intern

Multi-modal Geography Atrophy (GA) Segmentation

  • Use both Fundus Autofluorescence (FAF) and Infrared (IR) modalities for longitudinal GA segmentation

  • Create new network architecture called YNet to encode two modalities separately and to decode them jointly for multi-model GA Segmentation

  • Explore knowledge distillation loss to force the network to learn similar embeddings from two modalities for better segmentation results

  • Find deep learning segmentation models are not good at segmenting small lesion regions by doing longitudinal GA lesion change analysis