Search Results for author: Priyadarshini K

Found 3 papers, 1 papers with code

A Unified Batch Selection Policy for Active Metric Learning

no code implementations15 Feb 2021 Priyadarshini K, Siddhartha Chaudhuri, Vivek Borkar, Subhasis Chaudhuri

To avoid redundancy between triplets, our method collectively selects batches with maximum joint entropy, which simultaneously captures both informativeness and diversity.

Active Learning Informativeness +1

Enhancing Haptic Distinguishability of Surface Materials with Boosting Technique

no code implementations5 Oct 2020 Priyadarshini K, Subhasis Chaudhuri

Discriminative features are crucial for several learning applications, such as object detection and classification.

Clustering General Classification +3

Batch Decorrelation for Active Metric Learning

1 code implementation20 May 2020 Priyadarshini K, Ritesh Goru, Siddhartha Chaudhuri, Subhasis Chaudhuri

We present an active learning strategy for training parametric models of distance metrics, given triplet-based similarity assessments: object $x_i$ is more similar to object $x_j$ than to $x_k$.

Active Learning Informativeness +1

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