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Akshay R Kulkarni

2 accepted papers

2022

Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation

AAAI 2022technical

Open compound domain adaptation (OCDA) has emerged as a practical adaptation setting which considers a single labeled source domain against a compound of multi-modal unlabeled target data in order to generalize better on novel unseen domains. We hypothesize that an improved disentanglement of domain…

Cited by 12SourcePDFScholar
2022

Balancing Discriminability and Transferability for Source-Free Domain Adaptation

ICML 2022spotlight

Conventional domain adaptation (DA) techniques aim to improve domain transferability by learning domain-invariant representations; while concurrently preserving the task-discriminability knowledge gathered from the labeled source data. However, the requirement of simultaneous access to labeled sourc…