From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model

Kameswara Bharadwaj Mantha; Ramanakumar Sankar; Yuping Zheng; Lucy Fortson; Thomas Pengo; Douglas Mashek; Mark Sanders; Trace Christensen; Jeffrey Salisbury; Laura Trouille; Jarrett E.K. Byrnes; Isaac Rosenthal; Henry Houskeeper; Kyle Cavanaugh

From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model

Kameswara Bharadwaj Mantha
, Ramanakumar Sankar
, Yuping Zheng
, Lucy Fortson
, Thomas Pengo
, Douglas Mashek
, Mark Sanders
, Trace Christensen
, Jeffrey Salisbury
, Laura Trouille
, Jarrett E.K. Byrnes
, Isaac Rosenthal
, Henry Houskeeper
, Kyle Cavanaugh

Biology

Research output: Contribution to journal › Conference article › peer-review

Original language	English
Journal	CEUR Workshop Proceedings
Volume	3318
State	Published - 2022
Event	2022 International Conference on Information and Knowledge Management Workshops, CIKM-WS 2022 - Atlanta, United States Duration: Oct 17 2022 → Oct 21 2022

ASJC Scopus Subject Areas

General Computer Science

Keywords

datasets
focal tversky loss
generative adversarial neural networks
patch-based discriminator
transfer learning
UNET generator

Cite this

@article{63053a5f58864c9097e79e3a62e780c8,

title = "From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model",

keywords = "datasets, focal tversky loss, generative adversarial neural networks, patch-based discriminator, transfer learning, UNET generator",

author = "Mantha, \{Kameswara Bharadwaj\} and Ramanakumar Sankar and Yuping Zheng and Lucy Fortson and Thomas Pengo and Douglas Mashek and Mark Sanders and Trace Christensen and Jeffrey Salisbury and Laura Trouille and Byrnes, \{Jarrett E.K.\} and Isaac Rosenthal and Henry Houskeeper and Kyle Cavanaugh",

note = "Publisher Copyright: {\textcopyright} 2022 Copyright for this paper by its authors.; 2022 International Conference on Information and Knowledge Management Workshops, CIKM-WS 2022 ; Conference date: 17-10-2022 Through 21-10-2022",

year = "2022",

language = "English",

volume = "3318",

journal = "CEUR Workshop Proceedings",

issn = "1613-0073",

publisher = "CEUR-WS",

}

TY - JOUR

T1 - From fat droplets to floating forests

T2 - 2022 International Conference on Information and Knowledge Management Workshops, CIKM-WS 2022

AU - Mantha, Kameswara Bharadwaj

AU - Sankar, Ramanakumar

AU - Zheng, Yuping

AU - Fortson, Lucy

AU - Pengo, Thomas

AU - Mashek, Douglas

AU - Sanders, Mark

AU - Christensen, Trace

AU - Salisbury, Jeffrey

AU - Trouille, Laura

AU - Byrnes, Jarrett E.K.

AU - Rosenthal, Isaac

AU - Houskeeper, Henry

AU - Cavanaugh, Kyle

PY - 2022

Y1 - 2022

KW - datasets

KW - focal tversky loss

KW - generative adversarial neural networks

KW - patch-based discriminator

KW - transfer learning

KW - UNET generator

UR - https://www.scopus.com/pages/publications/85146226310

UR - https://www.scopus.com/pages/publications/85146226310#tab=citedBy

M3 - Conference article

AN - SCOPUS:85146226310

SN - 1613-0073

VL - 3318

JO - CEUR Workshop Proceedings

JF - CEUR Workshop Proceedings

Y2 - 17 October 2022 through 21 October 2022

ER -

From fat droplets to floating forests: cross-domain transfer learning using a PatchGAN-based segmentation model

ASJC Scopus Subject Areas

Keywords

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