Search Results for author: Manogna Sreenivas

Found 3 papers, 1 papers with code

Effectiveness of Vision Language Models for Open-world Single Image Test Time Adaptation

no code implementations1 Jun 2024 Manogna Sreenivas, Soma Biswas

The proposed framework ROSITA combines these components, enabling continuous online adaptation of Vision Language Models on a single image basis.

Contrastive Learning Out of Distribution (OOD) Detection +1

pSTarC: Pseudo Source Guided Target Clustering for Fully Test-Time Adaptation

1 code implementation2 Sep 2023 Manogna Sreenivas, Goirik Chakrabarty, Soma Biswas

This method draws inspiration from target clustering techniques and exploits the source classifier for generating pseudo-source samples.

Clustering Test-time Adaptation

SATA: Source Anchoring and Target Alignment Network for Continual Test Time Adaptation

no code implementations20 Apr 2023 Goirik Chakrabarty, Manogna Sreenivas, Soma Biswas

Adapting a trained model to perform satisfactorily on continually changing testing domains/environments is an important and challenging task.

Test-time Adaptation

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