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Title: :  BRIDGING LANGUAGES THROUGH IMAGES
PaperId: :  25589
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 6 2024
DUI:    16.0415/IJARIIE-25589
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
DIVYASHREE.K ASSISTANT PROFESSORDBIT
Shubhashree PDBIT
Spandana CDBIT
Md ismailDBIT
Lavanya MDBIT

Abstract

COMPUTER ENGINEERING
Multilingual text to image generation,proposed model,TTI, Ensemble Adapter ENSAD, Neural machine translation (NMT),Mean Time to Indentify(mTTI), NATURAL LAUNGAGE PROCESS(NLP)
Research on text-to-image generation (TTI) still predominantly focuses on the English language due to the lack of annotated image caption data in other languages; in the long run,this might widen inequitable access to TTI technology. In this work, we thus investigate multilingual TTI (termed mTTI) and the potential of neural machine translation (NMT) to bootstrap mTTI systems.We provide two key contributions. 1)Relying on a multilingual multi-modal encoder, we provide a systematic empirical study of standard methods used in cross-lingual NLP when applied to mTTI: TRANSLATE TRAIN, TRANSLATE TEST, and ZERO-SHOT TRANSFER. 2)We propose Ensemble Adapter (ENSAD), a novel parameter-efficient approach that learns to weigh and consolidate the multilingual text knowledge within the mTTI framework, mitigating the language gap and thus improving mTTI performance. Development of transformer-based text-to-image models is impeded by its slow generation and complexity, for high-resolution images In this work, we put forward a solution based on hierarchical transformers and local parallel autoregressive generation. We pretrain a-parameter transformer with a simple and flexible self-supervised task, a cross- model general language model (CogLM), and fine tune it for fast super-resolution. The new text-to-image system, It,shows competitive generation performance to the concurrent state- of-the-art DALLE-2 and naturally supports interactive text-guided editing on images.

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IJARIIE DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. "BRIDGING LANGUAGES THROUGH IMAGES" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 6 2024 Page 2239-2246
MLA DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. "BRIDGING LANGUAGES THROUGH IMAGES." International Journal Of Advance Research And Innovative Ideas In Education 10.6(2024) : 2239-2246.
APA DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, & Lavanya M. (2024). BRIDGING LANGUAGES THROUGH IMAGES. International Journal Of Advance Research And Innovative Ideas In Education, 10(6), 2239-2246.
Chicago DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. "BRIDGING LANGUAGES THROUGH IMAGES." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 6 (2024) : 2239-2246.
Oxford DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. 'BRIDGING LANGUAGES THROUGH IMAGES', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, 2024, p. 2239-2246. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/BRIDGING_LANGUAGES_THROUGH_IMAGES_ijariie25589.pdf (Accessed : 19 March 2025).
Harvard DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. (2024) 'BRIDGING LANGUAGES THROUGH IMAGES', International Journal Of Advance Research And Innovative Ideas In Education, 10(6), pp. 2239-2246IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/BRIDGING_LANGUAGES_THROUGH_IMAGES_ijariie25589.pdf (Accessed : 19 March 2025)
IEEE DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M, "BRIDGING LANGUAGES THROUGH IMAGES," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 6, pp. 2239-2246, Nov-Dec 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/BRIDGING_LANGUAGES_THROUGH_IMAGES_ijariie25589.pdf [Accessed : 19 March 2025].
Turabian DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. "BRIDGING LANGUAGES THROUGH IMAGES." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 6 (19 March 2025).
Vancouver DIVYASHREE.K ASSISTANT PROFESSOR, Shubhashree P, Spandana C, Md ismail, and Lavanya M. BRIDGING LANGUAGES THROUGH IMAGES. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 19 March 2025]; 10(6) : 2239-2246. Available from: https://ijariie.com/AdminUploadPdf/BRIDGING_LANGUAGES_THROUGH_IMAGES_ijariie25589.pdf
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