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B. V. Kumar

4 papers hereh-index 123.2k citations19 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3
  • last author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CV3
  • cs.RO1

identity via Semantic Scholar / OpenAlex

activity
20172019
most citedA Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning

8 citations · 13 across the 2 of their papers we have counts for

collaborators
Showing cs.CVShow all

3 papers · 1 filter

cs.CV2019

Permutation-invariant Feature Restructuring for Correlation-aware Image Set-based Recognition

Xiaofeng Liu, Zhenhua Guo, Site Li +4

We consider the problem of comparing the similarity of image sets with variable-quantity, quality and un-ordered heterogeneous images. We use feature restructuring to exploit the c…

cs.CV2019★ 8 cited

A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning

Thanh-Toan Do, Toan Tran, Ian Reid +3

We propose a method that substantially improves the efficiency of deep distance metric learning based on the optimization of the triplet loss function. One epoch of such training p…

cs.CV2018

Multi-modal Cycle-consistent Generalized Zero-Shot Learning

Rafael Felix, B. G. Vijay Kumar, Ian Reid +1

In generalized zero shot learning (GZSL), the set of classes are split into seen and unseen classes, where training relies on the semantic features of the seen and unseen classes a…

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