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cs.CV2025
Optimizing Active Learning in Vision-Language Models via Parameter-Efficient Uncertainty Calibration
Athmanarayanan Lakshmi Narayanan, Amrutha Machireddy, Ranganath Krishnan
Active Learning (AL) has emerged as a powerful approach for minimizing labeling costs by selectively sampling the most informative data for neural network model development. Effect…
cs.CV2024
Parameter-Efficient Active Learning for Foundational models
Athmanarayanan Lakshmi Narayanan, Ranganath Krishnan, Amrutha Machireddy +1
Foundational vision transformer models have shown impressive few shot performance on many vision tasks. This research presents a novel investigation into the application of paramet…