Reducing Mode Collapse with Monge-Kantorovich Optimal Transport for Generative Adversarial Networks

Wei Li; Wei Liu; Jinlin Chen; Libing Wu; Patrick D. Flynn; Wei Ding; Ping Chen

doi:10.1109/TCYB.2023.3296109

Reducing Mode Collapse with Monge-Kantorovich Optimal Transport for Generative Adversarial Networks

Wei Li
, Wei Liu
, Jinlin Chen
, Libing Wu
, Patrick D. Flynn
, Wei Ding
, Ping Chen

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	4539-4552
Number of pages	14
Journal	IEEE Transactions on Cybernetics
Volume	54
Issue number	8
DOIs	https://doi.org/10.1109/TCYB.2023.3296109
State	Published - 2024

ASJC Scopus Subject Areas

Software
Control and Systems Engineering
Information Systems
Human-Computer Interaction
Computer Science Applications
Electrical and Electronic Engineering

Keywords

Generative adversarial network (GAN)
mode collapse
Monge problem
optimal transport (OT) map

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10.1109/TCYB.2023.3296109

Cite this

@article{41f3db9318fd44cc8b81a8f2b5c92cc5,

title = "Reducing Mode Collapse with Monge-Kantorovich Optimal Transport for Generative Adversarial Networks",

keywords = "Generative adversarial network (GAN), mode collapse, Monge problem, optimal transport (OT) map",

author = "Wei Li and Wei Liu and Jinlin Chen and Libing Wu and Flynn, \{Patrick D.\} and Wei Ding and Ping Chen",

note = "Publisher Copyright: {\textcopyright} 2013 IEEE.",

year = "2024",

doi = "10.1109/TCYB.2023.3296109",

language = "English",

volume = "54",

pages = "4539--4552",

journal = "IEEE Transactions on Cybernetics",

issn = "2168-2267",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

number = "8",

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TY - JOUR

T1 - Reducing Mode Collapse with Monge-Kantorovich Optimal Transport for Generative Adversarial Networks

AU - Li, Wei

AU - Liu, Wei

AU - Chen, Jinlin

AU - Wu, Libing

AU - Flynn, Patrick D.

AU - Ding, Wei

AU - Chen, Ping

PY - 2024

Y1 - 2024

KW - Generative adversarial network (GAN)

KW - mode collapse

KW - Monge problem

KW - optimal transport (OT) map

UR - https://www.scopus.com/pages/publications/85166761237

UR - https://www.scopus.com/pages/publications/85166761237#tab=citedBy

U2 - 10.1109/TCYB.2023.3296109

DO - 10.1109/TCYB.2023.3296109

M3 - Article

C2 - 37535491

AN - SCOPUS:85166761237

SN - 2168-2267

VL - 54

SP - 4539

EP - 4552

JO - IEEE Transactions on Cybernetics

JF - IEEE Transactions on Cybernetics

IS - 8

ER -

Reducing Mode Collapse with Monge-Kantorovich Optimal Transport for Generative Adversarial Networks

ASJC Scopus Subject Areas

Keywords

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