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In this paper, we propose to build a stylish image captioning model through a Multi-style Multi modality mechanism (2M). We demonstrate that with 2M, we can build an effective stylish captioner and that multi-references produced by the…

计算与语言 · 计算机科学 2021-11-19 Chengxi Li , Brent Harrison

Image captioning requires numerous annotated image-text pairs, resulting in substantial annotation costs. Recently, large models (e.g. diffusion models and large language models) have excelled in producing high-quality images and text. This…

计算机视觉与模式识别 · 计算机科学 2023-12-20 Feipeng Ma , Yizhou Zhou , Fengyun Rao , Yueyi Zhang , Xiaoyan Sun

We address personalization issues of image captioning, which have not been discussed yet in previous research. For a query image, we aim to generate a descriptive sentence, accounting for prior knowledge such as the user's active…

计算机视觉与模式识别 · 计算机科学 2017-04-27 Cesc Chunseong Park , Byeongchang Kim , Gunhee Kim

Slogans are concise and memorable catchphrases that play a crucial role in advertising by conveying brand identity and shaping public perception. However, advertising fatigue reduces the effectiveness of repeated slogans, creating a growing…

计算与语言 · 计算机科学 2026-02-09 Ziao Yang , Zizhang Chen , Lei Zhang , Hongfu Liu

Figures and their captions play a key role in scientific publications. However, despite their importance, many captions in published papers are poorly crafted, largely due to a lack of attention by paper authors. While prior AI research has…

人机交互 · 计算机科学 2025-01-14 Ho Yin , Ng , Ting-Yao Hsu , Jiyoo Min , Sungchul Kim , Ryan A. Rossi , Tong Yu , Hyunggu Jung , Ting-Hao 'Kenneth' Huang

Image Captioning (IC) models can highly benefit from human feedback in the training process, especially in cases where data is limited. We present work-in-progress on adapting an IC system to integrate human feedback, with the goal to make…

计算与语言 · 计算机科学 2023-06-07 Aliki Anagnostopoulou , Mareike Hartmann , Daniel Sonntag

Meme is an interesting word. Internet memes offer unique insights into the changes in our perception of the world, the media and our own lives. If you surf the Internet for long enough, you will see it somewhere on the Internet. With the…

计算机视觉与模式识别 · 计算机科学 2021-12-06 Zhiyuan Liu , Chuanzheng Sun , Yuxin Jiang , Shiqi Jiang , Mei Ming

The recent progress on image recognition and language modeling is making automatic description of image content a reality. However, stylized, non-factual aspects of the written description are missing from the current systems. One such…

计算机视觉与模式识别 · 计算机科学 2015-12-15 Alexander Mathews , Lexing Xie , Xuming He

News Image Captioning aims to create captions from news articles and images, emphasizing the connection between textual context and visual elements. Recognizing the significance of human faces in news images and the face-name co-occurrence…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Tingyu Qu , Tinne Tuytelaars , Marie-Francine Moens

Recent multimodal large language models have shown promising ability in generating humorous captions for images, yet they still lack stable control over explicit cultural context, making it difficult to jointly maintain image relevance,…

计算与语言 · 计算机科学 2026-04-21 Run Xu , Lu Li , Rongzhao Zhang , Jie Xu

Large Language Models (LLMs) have shown significant limitations in understanding creative content, as demonstrated by Hessel et al. (2023)'s influential work on the New Yorker Cartoon Caption Contest (NYCCC). Their study exposed a…

The content of today's social media is becoming more and more rich, increasingly mixing text, images, videos, and audio. It is an intriguing research question to model the interplay between these different modes in attracting user attention…

社会与信息网络 · 计算机科学 2017-03-07 Jack Hessel , Lillian Lee , David Mimno

LLMs are frequently used tools for conversational generation. Without additional information LLMs can generate lower quality responses due to lacking relevant content and hallucinations, as well as the perception of poor emotional…

计算与语言 · 计算机科学 2024-10-22 Alex Clay , Ernesto Jiménez-Ruiz

With the rapid development of Artificial Intelligence Generated Content (AIGC), it has become a common practice to train models on synthetic data due to data-scarcity and privacy leakage problems. Owing to massive and diverse information…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Shiye Lei , Hao Chen , Sen Zhang , Bo Zhao , Dacheng Tao

Automatically generating natural language descriptions from an image is a challenging problem in artificial intelligence that requires a good understanding of the visual and textual signals and the correlations between them. The…

计算与语言 · 计算机科学 2020-08-07 Arushi Goel , Basura Fernando , Thanh-Son Nguyen , Hakan Bilen

We study personalized figure caption generation using author profile data from scientific papers. Our experiments demonstrate that rich author profile data, combined with relevant metadata, can significantly improve the personalization…

计算与语言 · 计算机科学 2025-10-01 Jaeyoung Kim , Jongho Lee , Hongjun Choi , Sion Jang

This work studies how to transform an album to vivid and coherent stories, a task we refer to as "album storytelling". While this task can help preserve memories and facilitate experience sharing, it remains an underexplored area in current…

计算机视觉与模式识别 · 计算机科学 2023-05-25 Munan Ning , Yujia Xie , Dongdong Chen , Zeyin Song , Lu Yuan , Yonghong Tian , Qixiang Ye , Li Yuan

Workplace social media platforms enable employees to cultivate their professional image and connect with colleagues in a semi-formal environment. While semi-formal corporate communication poses a unique set of challenges, large language…

人机交互 · 计算机科学 2024-05-09 Zhuoran Lu , Sheshera Mysore , Tara Safavi , Jennifer Neville , Longqi Yang , Mengting Wan

The aim of this paper is to examine how consumer perceptions of social media advertisements affect advertising value and brand awareness. With a rapid increase in the number of social media users over the last ten years, a new advertising…

综合经济学 · 经济学 2022-09-29 Ibrahim Halil Efendioglu , Yakup Durmaz

An image caption should fluently present the essential information in a given image, including informative, fine-grained entity mentions and the manner in which these entities interact. However, current captioning models are usually trained…

计算与语言 · 计算机科学 2019-06-24 Sanqiang Zhao , Piyush Sharma , Tomer Levinboim , Radu Soricut