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Image Captioning is an important Language and Vision task that finds application in a variety of contexts, ranging from healthcare to autonomous vehicles. As many real-world applications rely on devices with limited resources, much effort…

计算机视觉与模式识别 · 计算机科学 2024-08-27 Jia Cheng Hu , Roberto Cavicchioli , Alessandro Capotondi

In this paper, we propose a simple yet effective way to generate pun sentences that does not require any training on existing puns. Our approach is inspired by humor theories that ambiguity comes from the context rather than the pun word…

计算与语言 · 计算机科学 2022-05-05 Anirudh Mittal , Yufei Tian , Nanyun Peng

Recently it has shown that the policy-gradient methods for reinforcement learning have been utilized to train deep end-to-end systems on natural language processing tasks. What's more, with the complexity of understanding image content and…

计算机视觉与模式识别 · 计算机科学 2018-09-14 Haichao Shi , Peng Li , Bo Wang , Zhenyu Wang

In this paper, we propose to guide the video caption generation with Part-of-Speech (POS) information, based on a gated fusion of multiple representations of input videos. We construct a novel gated fusion network, with one particularly…

计算机视觉与模式识别 · 计算机科学 2019-08-28 Bairui Wang , Lin Ma , Wei Zhang , Wenhao Jiang , Jingwen Wang , Wei Liu

Image captions serve as efficient surrogates for visual content in multimodal systems such as retrieval, recommendation, and multi-step agentic inference pipelines. Yet current evaluation practices miss a fundamental question: Can captions…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Shijia Yang , Yunong Liu , Bohan Zhai , Ximeng Sun , Zicheng Liu , Emad Barsoum , Manling Li , Chenfeng Xu

Most current captioning systems use language models trained on data from specific settings, such as image-based captioning via Amazon Mechanical Turk, limiting their ability to generalize to other modality distributions and contexts. This…

计算与语言 · 计算机科学 2025-01-07 Ariel Shaulov , Tal Shaharabany , Eitan Shaar , Gal Chechik , Lior Wolf

Due to advances in Large Language Models (LLMs) such as ChatGPT, the boundary between human-written text and AI-generated text has become blurred. Nevertheless, recent work has demonstrated that it is possible to reliably detect…

计算与语言 · 计算机科学 2025-06-17 Natesh Reddy , Mark Stamp

The encode-decoder framework has shown recent success in image captioning. Visual attention, which is good at detailedness, and semantic attention, which is good at comprehensiveness, have been separately proposed to ground the caption on…

计算与语言 · 计算机科学 2018-08-28 Fenglin Liu , Xuancheng Ren , Yuanxin Liu , Houfeng Wang , Xu Sun

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

Asking insightful questions is crucial for acquiring knowledge and expanding our understanding of the world. However, the importance of questioning has been largely overlooked in AI research, where models have been primarily developed to…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Deyao Zhu , Jun Chen , Kilichbek Haydarov , Xiaoqian Shen , Wenxuan Zhang , Mohamed Elhoseiny

Previous papers presented Witscript and Witscript 2, AI systems for improvising jokes in a conversation. Witscript generates jokes that rely on wordplay, whereas the jokes generated by Witscript 2 rely on common sense. This paper extends…

计算与语言 · 计算机科学 2023-01-10 Joe Toplyn

Transformer-based architectures have shown great success in image captioning, where object regions are encoded and then attended into the vectorial representations to guide the caption decoding. However, such vectorial representations only…

计算机视觉与模式识别 · 计算机科学 2020-12-15 Jiayi Ji , Yunpeng Luo , Xiaoshuai Sun , Fuhai Chen , Gen Luo , Yongjian Wu , Yue Gao , Rongrong Ji

Coherent entity-aware multi-image captioning aims to generate coherent captions for neighboring images in a news document. There are coherence relationships among neighboring images because they often describe same entities or events. These…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Jingqiang Chen

Recent work in computer vision has yielded impressive results in automatically describing images with natural language. Most of these systems generate captions in a sin- gle language, requiring multiple language-specific models to build a…

计算机视觉与模式识别 · 计算机科学 2017-06-21 Satoshi Tsutsui , David Crandall

Image captioning is a widely known problem in the area of AI. Caption generation from floor plan images has applications in indoor path planning, real estate, and providing architectural solutions. Several methods have been explored in…

计算机视觉与模式识别 · 计算机科学 2026-02-20 Shreya Goyal , Chiranjoy Chattopadhyay , Gaurav Bhatnagar

In this paper, we have developed a general-purpose architecture, Vit-Gan, capable of performing most of the image-to-image translation tasks from semantic image segmentation to single image depth perception. This paper is a follow-up paper,…

图像与视频处理 · 电气工程与系统科学 2021-10-19 Yiğit Gündüç

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 propose to Transform Scene Graphs (TSG) into more descriptive captions. In TSG, we apply multi-head attention (MHA) to design the Graph Neural Network (GNN) for embedding scene graphs. After embedding, different graph embeddings contain…

计算机视觉与模式识别 · 计算机科学 2023-12-12 Xu Yang , Jiawei Peng , Zihua Wang , Haiyang Xu , Qinghao Ye , Chenliang Li , Songfang Huang , Fei Huang , Zhangzikang Li , Yu Zhang

Automatically describing the content of an image is a fundamental problem in artificial intelligence that connects computer vision and natural language processing. In this paper, we present a generative model based on a deep recurrent…

计算机视觉与模式识别 · 计算机科学 2015-04-22 Oriol Vinyals , Alexander Toshev , Samy Bengio , Dumitru Erhan

Generating a novel textual description of an image is an interesting problem that connects computer vision and natural language processing. In this paper, we present a simple model that is able to generate descriptive sentences given a…

计算与语言 · 计算机科学 2015-04-10 Rémi Lebret , Pedro O. Pinheiro , Ronan Collobert