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cs.CV2022
MemSAC: Memory Augmented Sample Consistency for Large Scale Unsupervised Domain Adaptation
Tarun Kalluri, Astuti Sharma, Manmohan Chandraker
Practical real world datasets with plentiful categories introduce new challenges for unsupervised domain adaptation like small inter-class discriminability, that existing approache…
cs.CV2021
Reducing Racial Bias in Facial Age Prediction using Unsupervised Domain Adaptation in Regression
Apoorva Gokhale, Astuti Sharma, Kaustav Datta +1
We propose an approach for unsupervised domain adaptation for the task of estimating someone's age from a given face image. In order to avoid the propagation of racial bias in most…
cs.CV2021
Instance Level Affinity-Based Transfer for Unsupervised Domain Adaptation
Astuti Sharma, Tarun Kalluri, Manmohan Chandraker
Domain adaptation deals with training models using large scale labeled data from a specific source domain and then adapting the knowledge to certain target domains that have few or…