Talisman: Targeted Active Learning for Object Detection with Rare Classes and Slices Using Submodular Mutual Information-Reference-Cited by-同舟云学术

Talisman: Targeted Active Learning for Object Detection with Rare Classes and Slices Using Submodular Mutual Information

Published:2022 Issue: Volume: Page:1-16
ISSN:0302-9743
Container-title:Lecture Notes in Computer Science
language:
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Author:

Kothawade Suraj^ORCID,Ghosh Saikat,Shekhar Sumit^ORCID,Xiang Yu^ORCID,Iyer Rishabh^ORCID

Publisher

Springer Nature Switzerland

Link

https://link.springer.com/content/pdf/10.1007/978-3-031-19839-7_1

Reference31 articles.

1. Arthur, D., Vassilvitskii, S.: k-means++: the advantages of careful seeding. In: SODA 2007: Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms, pp. 1027–1035. Society for Industrial and Applied Mathematics, Philadelphia (2007)

2. Ash, J.T., Zhang, C., Krishnamurthy, A., Langford, J., Agarwal, A.: Deep batch active learning by diverse, uncertain gradient lower bounds. arXiv preprint arXiv:1906.03671 (2019)

3. Bach, F.: Learning with submodular functions: a convex optimization perspective. arXiv preprint arXiv:1111.6453 (2011)

4. Bach, F.: Submodular functions: from discrete to continuous domains. Math. Program. 175(1), 419–459 (2019)

5. Beck, N., Sivasubramanian, D., Dani, A., Ramakrishnan, G., Iyer, R.: Effective evaluation of deep active learning on image classification tasks. arXiv preprint arXiv:2106.15324 (2021)

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