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