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Generating images from word descriptions is a challenging task. Generative adversarial networks(GANs) are shown to be able to generate realistic images of real-life objects. In this paper, we propose a new neural network architecture of…

计算机视觉与模式识别 · 计算机科学 2018-06-11 Xu Ouyang , Xi Zhang , Di Ma , Gady Agam

While strong progress has been made in image captioning over the last years, machine and human captions are still quite distinct. A closer look reveals that this is due to the deficiencies in the generated word distribution, vocabulary…

计算机视觉与模式识别 · 计算机科学 2017-11-07 Rakshith Shetty , Marcus Rohrbach , Lisa Anne Hendricks , Mario Fritz , Bernt Schiele

Recent advancements in text-to-image diffusion models have achieved remarkable success in generating realistic and diverse visual content. A critical factor in this process is the model's ability to accurately interpret textual prompts.…

计算机视觉与模式识别 · 计算机科学 2025-07-24 Sofia Jamil , Bollampalli Areen Reddy , Raghvendra Kumar , Sriparna Saha , Koustava Goswami , K. J. Joseph

Recent approaches in generative adversarial networks (GANs) can automatically synthesize realistic images from descriptive text. Despite the overall fair quality, the generated images often expose visible flaws that lack structural…

计算机视觉与模式识别 · 计算机科学 2017-08-31 Miriam Cha , Youngjune Gwon , H. T. Kung

Generative Networks have proved to be extremely effective in image restoration and reconstruction in the past few years. Generating faces from textual descriptions is one such application where the power of generative algorithms can be…

计算机视觉与模式识别 · 计算机科学 2023-01-24 Sandeep Shinde , Tejas Pradhan , Aniket Ghorpade , Mihir Tale

The release of openly available, robust natural language generation algorithms (NLG) has spurred much public attention and debate. One reason lies in the algorithms' purported ability to generate human-like text across various domains.…

人工智能 · 计算机科学 2020-09-10 Nils Köbis , Luca Mossink

Motivated by the recent progresses on machine learning-based models that learn artistic styles, in this paper we focus on the problem of poem generation. This is a challenging task in which the machine has to capture the linguistic features…

计算与语言 · 计算机科学 2019-09-25 Andrea Zugarini , Stefano Melacci , Marco Maggini

Natural Language Generation (NLG), and more generally generative AI, are among the currently most impactful research fields. Creative NLG, such as automatic poetry generation, is a fascinating niche in this area. While most previous…

计算与语言 · 计算机科学 2024-11-11 Yanran Chen , Hannes Gröner , Sina Zarrieß , Steffen Eger

Generative models for text have substantially contributed to tasks like machine translation and language modeling, using maximum likelihood optimization (MLE). However, for creative text generation, where multiple outputs are possible and…

计算与语言 · 计算机科学 2019-09-23 Asir Saeed , Suzana Ilić , Eva Zangerle

This paper proposes a novel approach to generate multiple color palettes that reflect the semantics of input text and then colorize a given grayscale image according to the generated color palette. In contrast to existing approaches, our…

计算机视觉与模式识别 · 计算机科学 2018-08-08 Hyojin Bahng , Seungjoo Yoo , Wonwoong Cho , David K. Park , Ziming Wu , Xiaojuan Ma , Jaegul Choo

We describe Verse by Verse, our experiment in augmenting the creative process of writing poetry with an AI. We have created a group of AI poets, styled after various American classic poets, that are able to offer as suggestions generated…

计算与语言 · 计算机科学 2022-05-12 David Uthus , Maria Voitovich , R. J. Mical

While the visualization of statistical data tends to a mature technology, the visualization of textual data is still in its infancy, especially for the artistic text. Due to the fact that visualization of artistic text is valuable and…

计算机视觉与模式识别 · 计算机科学 2017-10-31 Yichi Ma , Muhan Ma

State-of-the-art visual generative AI tools hold immense potential to assist users in the early ideation stages of creative tasks -- offering the ability to generate (rather than search for) novel and unprecedented (instead of existing)…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Evans Xu Han , Alice Qian Zhang , Haiyi Zhu , Hong Shen , Paul Pu Liang , Jane Hsieh

As an essential step towards computer creativity, automatic poetry generation has gained increasing attention these years. Though recent neural models make prominent progress in some criteria of poetry quality, generated poems still suffer…

计算与语言 · 计算机科学 2020-03-16 Xiaoyuan Yi , Ruoyu Li , Cheng Yang , Wenhao Li , Maosong Sun

As an exquisite and concise literary form, poetry is a gem of human culture. Automatic poetry generation is an essential step towards computer creativity. In recent years, several neural models have been designed for this task. However,…

人工智能 · 计算机科学 2018-09-13 Xiaoyuan Yi , Maosong Sun , Ruoyu Li , Zonghan Yang

Classical Chinese poetry is a jewel in the treasure house of Chinese culture. Previous poem generation models only allow users to employ keywords to interfere the meaning of generated poems, leaving the dominion of generation to the model.…

计算与语言 · 计算机科学 2019-09-04 Zhichao Yang , Pengshan Cai , Yansong Feng , Fei Li , Weijiang Feng , Elena Suet-Ying Chiu , Hong Yu

Text-to-image generation models often struggle with key element loss or semantic confusion in tasks involving Chinese classical poetry.Addressing this issue through fine-tuning models needs considerable training costs. Additionally, manual…

计算机视觉与模式识别 · 计算机科学 2024-07-10 Jing Jiang , Yiran Ling , Binzhu Li , Pengxiang Li , Junming Piao , Yu Zhang

Large-scale pre-trained language models have demonstrated strong capabilities of generating realistic text. However, it remains challenging to control the generation results. Previous approaches such as prompting are far from sufficient,…

计算与语言 · 计算机科学 2021-11-10 Xu Zou , Da Yin , Qingyang Zhong , Ming Ding , Hongxia Yang , Zhilin Yang , Jie Tang

In recent years, a substantial body of work in visually grounded natural language processing has focused on real-life multimodal scenarios such as describing content depicted in images or videos. However, comparatively less attention has…

计算与语言 · 计算机科学 2025-08-21 Aditya K Surikuchi , Raquel Fernández , Sandro Pezzelle

AI creation, such as poem or lyrics generation, has attracted increasing attention from both industry and academic communities, with many promising models proposed in the past few years. Existing methods usually estimate the outputs based…

人工智能 · 计算机科学 2024-09-05 Qian Cao , Xu Chen , Ruihua Song , Hao Jiang , Guang Yang , Zhao Cao