Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification

Ryan Ramos; Raphael Alampay; Patricia Abu

doi:10.1007/978-3-031-41630-9_16

Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification

Ryan Ramos, Raphael Alampay, Patricia Abu

Department of Information Systems and Computer Science

Ateneo de Manila University

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

Original language	English
Title of host publication	Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023
Editors	Robert Burduk, Paweł Ksieniewicz, Paweł Trajdos, Michał Choraś, Rafał Kozik, Tomasz Marciniak
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	157-165
Number of pages	9
ISBN (Print)	9783031416293
DOIs	https://doi.org/10.1007/978-3-031-41630-9_16
State	Published - 2023
Event	13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on Computer Recognition Systems, CORES 2023 - Virtual, Online Duration: Jun 28 2023 → Jun 29 2023

Publication series

Name	Lecture Notes in Networks and Systems
Volume	766
ISSN (Print)	2367-3370
ISSN (Electronic)	2367-3389

Conference

Conference	13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on Computer Recognition Systems, CORES 2023
City	Virtual, Online
Period	6/28/23 → 6/29/23

ASJC Scopus Subject Areas

Control and Systems Engineering
Signal Processing
Computer Networks and Communications

Keywords

Robustness to distribution shift
foundation models
synthetic data

Access to Document

10.1007/978-3-031-41630-9_16

Cite this

Ramos, R., Alampay, R., & Abu, P. (2023). Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification. In R. Burduk, P. Ksieniewicz, P. Trajdos, M. Choraś, R. Kozik, & T. Marciniak (Eds.), Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023 (pp. 157-165). (Lecture Notes in Networks and Systems; Vol. 766). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-41630-9_16

Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification. / Ramos, Ryan; Alampay, Raphael; Abu, Patricia.
Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023. ed. / Robert Burduk; Paweł Ksieniewicz; Paweł Trajdos; Michał Choraś; Rafał Kozik; Tomasz Marciniak. Springer Science and Business Media Deutschland GmbH, 2023. p. 157-165 (Lecture Notes in Networks and Systems; Vol. 766).

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

Ramos, R, Alampay, R & Abu, P 2023, Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification. in R Burduk, P Ksieniewicz, P Trajdos, M Choraś, R Kozik & T Marciniak (eds), Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023. Lecture Notes in Networks and Systems, vol. 766, Springer Science and Business Media Deutschland GmbH, pp. 157-165, 13th International Conference on Image Processing and Communications, IP and C 2023, 13th International Conference on Computer Recognition Systems, CORES 2023, Virtual, Online, 6/28/23. https://doi.org/10.1007/978-3-031-41630-9_16

Ramos R, Alampay R, Abu P. Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification. In Burduk R, Ksieniewicz P, Trajdos P, Choraś M, Kozik R, Marciniak T, editors, Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023. Springer Science and Business Media Deutschland GmbH. 2023. p. 157-165. (Lecture Notes in Networks and Systems). doi: 10.1007/978-3-031-41630-9_16

Ramos, Ryan ; Alampay, Raphael ; Abu, Patricia. / Exploring Text-Guided Synthetic Distribution Shifts for Robust Image Classification. Progress on Pattern Classification, Image Processing and Communications - Proceedings of the CORES and IP and C Conferences 2023. editor / Robert Burduk ; Paweł Ksieniewicz ; Paweł Trajdos ; Michał Choraś ; Rafał Kozik ; Tomasz Marciniak. Springer Science and Business Media Deutschland GmbH, 2023. pp. 157-165 (Lecture Notes in Networks and Systems).

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