Domain Adaptation Research at JHU VIU Lab


2D Object Detection

Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
Vibashan VS, Poojan Oza, Vishal M Patel
CVPR 2023
Unsupervised Domain Adaptation of Object Detectors: A Survey
Poojan Oza, Vishwanath A Sindagi, Vibashan VS, Vishal M Patel
PAMI 2022
Meta-UDA: Unsupervised Domain Adaptive Thermal Object Detection using Meta-Learning
Vibashan VS, Domenick Poster, Suya You, Shuowen Hu, Vishal M Patel
WACV 2022
MeGA-CDA: Memory Guided Attention for Category-Aware Unsupervised Domain Adaptive Object Detection
Vibashan VS, Vikram Gupta, Poojan Oza, Vishwanath A Sindagi, Vishal M Patel
CVPR 2021
Mixture of Teacher Experts for Source-Free Domain Adaptive Object Detection
Vibashan VS, Poojan Oza, Vishwanath A Sindagi, Vishal M Patel
ICIP 2022
Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
Vishwanath A Sindagi, Poojan Oza, Rajeev Yasarla Vishal M Patel
ECCV 2020

3D Object Detection

Uncertainty-aware mean teacher for source-free unsupervised domain adaptive 3d object detection
Deepti Hegde, Vishwanath Sindagi, Velat Kilic, A Brinton Cooper, Mark Foster, Vishal M Patel
ICRA 2023
Attentive Prototypes for Source-free Unsupervised Domain Adaptive 3D Object Detection
Deepti Hegde, Vishal M Patel
Preprint 2021

Classification

Exploring Adversarially Robust Training for Unsupervised Domain Adaptation
Shao-Yuan Lo, Vishal M Patel
ACCV 2022

Medical

Target and Task specific Source-Free Domain Adaptive Image Segmentation
Vibashan VS, Jeya Maria Jose, Vishal M Patel
Preprint 2022
On-the-Fly Test-time Adaptation for Medical Image Segmentation
Jeya Maria Jose, Pengfei Guo, Vibashan VS, Vishal M Patel
MIDL 2023

Videos

Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation
Shao-Yuan Lo, Poojan Oza, Sumanth Chennupati, Alejandro Galindo, Vishal M Patel
CVPR 2023
Learning Feature Decomposition for Domain Adaptive Monocular Depth Estimation
Shao-Yuan Lo, Wei Wang, Jim Thomas, Jingjing Zheng, Vishal M Patel, Cheng-Hao Kuo
IROS 2022
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