no code implementations • 15 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.
no code implementations • 5 Oct 2020 • Priyadarshini K, Subhasis Chaudhuri
Discriminative features are crucial for several learning applications, such as object detection and classification.
1 code implementation • 20 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 $x_k$.