Active deep learning with fisher information for patch-wise semantic segmentation

Jamshid Sourati; Ali Gholipour; Jennifer G. Dy; Sila Kurugol; Simon K. Warfield

doi:10.1007/978-3-030-00889-5_10

Active deep learning with fisher information for patch-wise semantic segmentation

Jamshid Sourati
, Ali Gholipour
, Jennifer G. Dy
, Sila Kurugol
, Simon K. Warfield

Boston Children's Hospital
Northeastern University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018
Editors	Lena Maier-Hein, Tanveer Syeda-Mahmood, Zeike Taylor, Zhi Lu, Danail Stoyanov, Anant Madabhushi, João Manuel R.S. Tavares, Jacinto C. Nascimento, Mehdi Moradi, Anne Martel, Joao Paulo Papa, Sailesh Conjeti, Vasileios Belagiannis, Hayit Greenspan, Gustavo Carneiro, Andrew Bradley
Publisher	Springer Verlag
Pages	83-91
Number of pages	9
ISBN (Print)	9783030008888
DOIs	https://doi.org/10.1007/978-3-030-00889-5_10
State	Published - 2018
Externally published	Yes
Event	4th International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2018 and 8th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2018 Held in Conjunction with MICCAI 2018 - Granada, Spain Duration: Sep 20 2018 → Sep 20 2018

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	11045 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	4th International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2018 and 8th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2018 Held in Conjunction with MICCAI 2018
Country/Territory	Spain
City	Granada
Period	9/20/18 → 9/20/18

ASJC Scopus Subject Areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-030-00889-5_10

Cite this

Sourati, J., Gholipour, A., Dy, J. G., Kurugol, S., & Warfield, S. K. (2018). Active deep learning with fisher information for patch-wise semantic segmentation. In L. Maier-Hein, T. Syeda-Mahmood, Z. Taylor, Z. Lu, D. Stoyanov, A. Madabhushi, J. M. R. S. Tavares, J. C. Nascimento, M. Moradi, A. Martel, J. P. Papa, S. Conjeti, V. Belagiannis, H. Greenspan, G. Carneiro, & A. Bradley (Eds.), Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018 (pp. 83-91). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11045 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-030-00889-5_10

Active deep learning with fisher information for patch-wise semantic segmentation. / Sourati, Jamshid; Gholipour, Ali; Dy, Jennifer G. et al.
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018. ed. / Lena Maier-Hein; Tanveer Syeda-Mahmood; Zeike Taylor; Zhi Lu; Danail Stoyanov; Anant Madabhushi; João Manuel R.S. Tavares; Jacinto C. Nascimento; Mehdi Moradi; Anne Martel; Joao Paulo Papa; Sailesh Conjeti; Vasileios Belagiannis; Hayit Greenspan; Gustavo Carneiro; Andrew Bradley. Springer Verlag, 2018. p. 83-91 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11045 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Sourati, J, Gholipour, A, Dy, JG, Kurugol, S & Warfield, SK 2018, Active deep learning with fisher information for patch-wise semantic segmentation. in L Maier-Hein, T Syeda-Mahmood, Z Taylor, Z Lu, D Stoyanov, A Madabhushi, JMRS Tavares, JC Nascimento, M Moradi, A Martel, JP Papa, S Conjeti, V Belagiannis, H Greenspan, G Carneiro & A Bradley (eds), Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 11045 LNCS, Springer Verlag, pp. 83-91, 4th International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2018 and 8th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2018 Held in Conjunction with MICCAI 2018, Granada, Spain, 9/20/18. https://doi.org/10.1007/978-3-030-00889-5_10

Sourati J, Gholipour A, Dy JG, Kurugol S, Warfield SK. Active deep learning with fisher information for patch-wise semantic segmentation. In Maier-Hein L, Syeda-Mahmood T, Taylor Z, Lu Z, Stoyanov D, Madabhushi A, Tavares JMRS, Nascimento JC, Moradi M, Martel A, Papa JP, Conjeti S, Belagiannis V, Greenspan H, Carneiro G, Bradley A, editors, Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018. Springer Verlag. 2018. p. 83-91. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-030-00889-5_10

Sourati, Jamshid ; Gholipour, Ali ; Dy, Jennifer G. et al. / Active deep learning with fisher information for patch-wise semantic segmentation. Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 4th International Workshop, DLMIA 2018 and 8th International Workshop, ML-CDS 2018 Held in Conjunction with MICCAI 2018. editor / Lena Maier-Hein ; Tanveer Syeda-Mahmood ; Zeike Taylor ; Zhi Lu ; Danail Stoyanov ; Anant Madabhushi ; João Manuel R.S. Tavares ; Jacinto C. Nascimento ; Mehdi Moradi ; Anne Martel ; Joao Paulo Papa ; Sailesh Conjeti ; Vasileios Belagiannis ; Hayit Greenspan ; Gustavo Carneiro ; Andrew Bradley. Springer Verlag, 2018. pp. 83-91 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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note = "Publisher Copyright: {\textcopyright} Springer Nature Switzerland AG 2018.; 4th International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2018 and 8th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2018 Held in Conjunction with MICCAI 2018 ; Conference date: 20-09-2018 Through 20-09-2018",

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AU - Gholipour, Ali

AU - Dy, Jennifer G.

AU - Kurugol, Sila

AU - Warfield, Simon K.

N1 - Publisher Copyright: © Springer Nature Switzerland AG 2018.

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A2 - Tavares, João Manuel R.S.

A2 - Nascimento, Jacinto C.

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ER -

Active deep learning with fisher information for patch-wise semantic segmentation

Publication series

Conference

ASJC Scopus Subject Areas

Access to Document

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