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Automatic image captioning has recently approached human-level performance due to the latest advances in computer vision and natural language understanding. However, most of the current models can only generate plain factual descriptions…

Computer Vision and Pattern Recognition · Computer Science 2018-01-31 Quanzeng You , Hailin Jin , Jiebo Luo

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…

Computation and Language · Computer Science 2023-06-07 Aliki Anagnostopoulou , Mareike Hartmann , Daniel Sonntag

Having knowledge of the environmental context of the user i.e. the knowledge of the users' indoor location and the semantics of their environment, can facilitate the development of many of location-aware applications. In this paper, we…

Sound · Computer Science 2018-04-03 Muhammad A. Shah , Bhiksha Raj , Khaled A. Harras

Image aesthetic quality assessment has been a relatively hot topic during the last decade. Most recently, comments type assessment (aesthetic captions) has been proposed to describe the general aesthetic impression of an image using text.…

Computer Vision and Pattern Recognition · Computer Science 2019-07-30 Xin Jin , Le Wu , Geng Zhao , Xiaodong Li , Xiaokun Zhang , Shiming Ge , Dongqing Zou , Bin Zhou , Xinghui Zhou

The latest large language models (LLMs) such as ChatGPT, exhibit strong capabilities in automated mental health analysis. However, existing relevant studies bear several limitations, including inadequate evaluations, lack of prompting…

Computation and Language · Computer Science 2024-10-03 Kailai Yang , Shaoxiong Ji , Tianlin Zhang , Qianqian Xie , Ziyan Kuang , Sophia Ananiadou

Many top-performing image captioning models rely solely on object features computed with an object detection model to generate image descriptions. However, recent studies propose to directly use scene graphs to introduce information about…

Computer Vision and Pattern Recognition · Computer Science 2020-10-28 Victor Milewski , Marie-Francine Moens , Iacer Calixto

This paper presents OxfordTVG-HIC (Humorous Image Captions), a large-scale dataset for humour generation and understanding. Humour is an abstract, subjective, and context-dependent cognitive construct involving several cognitive factors,…

Computer Vision and Pattern Recognition · Computer Science 2023-07-24 Runjia Li , Shuyang Sun , Mohamed Elhoseiny , Philip Torr

Describes an audio dataset of spoken words designed to help train and evaluate keyword spotting systems. Discusses why this task is an interesting challenge, and why it requires a specialized dataset that is different from conventional…

Computation and Language · Computer Science 2018-04-11 Pete Warden

Image captioning is a multimodal problem that has drawn extensive attention in both the natural language processing and computer vision community. In this paper, we present a novel image captioning architecture to better explore semantics…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Zhan Shi , Xu Zhou , Xipeng Qiu , Xiaodan Zhu

Collecting high quality conversational data can be very expensive for most applications and infeasible for others due to privacy, ethical, or similar concerns. A promising direction to tackle this problem is to generate synthetic dialogues…

Computation and Language · Computer Science 2023-02-20 Maximillian Chen , Alexandros Papangelis , Chenyang Tao , Seokhwan Kim , Andy Rosenbaum , Yang Liu , Zhou Yu , Dilek Hakkani-Tur

Dual-encoder-based audio retrieval systems are commonly optimized with contrastive learning on a set of matching and mismatching audio-caption pairs. This leads to a shared embedding space in which corresponding items from the two…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-22 Paul Primus , Florian Schmid , Gerhard Widmer

The recent success of Large Language Models (LLMs) has sparked concerns about their potential to spread misinformation. As a result, there is a pressing need for tools to identify ``fake arguments'' generated by such models. To create these…

The release of ChatGPT has uncovered a range of possibilities whereby large language models (LLMs) can substitute human intelligence. In this paper, we seek to understand whether ChatGPT has the potential to reproduce human-generated label…

Artificial Intelligence · Computer Science 2023-04-25 Yiming Zhu , Peixian Zhang , Ehsan-Ul Haq , Pan Hui , Gareth Tyson

Recently, there has been an increasing focus on audio-text cross-modal learning. However, most of the existing audio-text datasets contain only simple descriptions of sound events. Compared with classification labels, the advantages of such…

Sound · Computer Science 2024-03-08 Xuenan Xu , Xiaohang Xu , Zeyu Xie , Pingyue Zhang , Mengyue Wu , Kai Yu

ChatGPT is a natural language processing tool that can engage in human-like conversations and generate coherent and contextually relevant responses to various prompts. ChatGPT is capable of understanding natural text that is input by a user…

Human-Computer Interaction · Computer Science 2024-09-02 Sara Amani , Lance White , Trini Balart , Laksha Arora , Kristi J. Shryock , Kelly Brumbelow , Karan L. Watson

The 'Impression' section of a radiology report is a critical basis for communication between radiologists and other physicians, and it is typically written by radiologists based on the 'Findings' section. However, writing numerous…

Music captioning, or the task of generating a natural language description of music, is useful for both music understanding and controllable music generation. Training captioning models, however, typically requires high-quality music…

Sound · Computer Science 2026-02-04 Irmak Bukey , Zhepei Wang , Chris Donahue , Nicholas J. Bryan

Figure captions are crucial for helping readers understand and remember a figure's key message. Many models have been developed to generate these captions, helping authors compose better quality captions more easily. Yet, authors almost…

Speech is a natural interface for humans to interact with robots. Yet, aligning a robot's voice to its appearance is challenging due to the rich vocabulary of both modalities. Previous research has explored a few labels to describe robots…

Human-Computer Interaction · Computer Science 2024-02-09 Pol van Rijn , Silvan Mertes , Kathrin Janowski , Katharina Weitz , Nori Jacoby , Elisabeth André

In this study, the notion of perceptual features is introduced for describing general music properties based on human perception. This is an attempt at rethinking the concept of features, in order to understand the underlying human…

Information Retrieval · Computer Science 2014-04-01 Anders Friberg , Erwin Schoonderwaldt , Anton Hedblad , Marco Fabiani , Anders Elowsson