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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…

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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…