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Deaf and hard of hearing individuals regularly rely on captioning while watching live TV. Live TV captioning is evaluated by regulatory agencies using various caption evaluation metrics. However, caption evaluation metrics are often not…

计算与语言 · 计算机科学 2022-06-27 Akhter Al Amin , Saad Hassan , Cecilia O. Alm , Matt Huenerfauth

Metrics to evaluate audio captions simply provide a score without much explanation regarding what may be wrong in case the score is low. Manual human intervention is needed to find any shortcomings of the caption. In this work, we introduce…

多媒体 · 计算机科学 2023-09-08 Rehana Mahfuz , Yinyi Guo , Arvind Krishna Sridhar , Erik Visser

Automatic evaluation metrics hold a fundamental importance in the development and fine-grained analysis of captioning systems. While current evaluation metrics tend to achieve an acceptable correlation with human judgements at the system…

人工智能 · 计算机科学 2020-12-25 Naeha Sharif , Lyndon White , Mohammed Bennamoun , Wei Liu , Syed Afaq Ali Shah

Automatic image captioning has improved significantly over the last few years, but the problem is far from being solved, with state of the art models still often producing low quality captions when used in the wild. In this paper, we focus…

计算与语言 · 计算机科学 2021-06-03 Tomer Levinboim , Ashish V. Thapliyal , Piyush Sharma , Radu Soricut

The accuracy of Automated Speech Recognition (ASR) technology has improved, but it is still imperfect in many settings. Researchers who evaluate ASR performance often focus on improving the Word Error Rate (WER) metric, but WER has been…

人机交互 · 计算机科学 2017-12-29 Sushant Kafle , Matt Huenerfauth

Automated audio captioning aims at generating textual descriptions for an audio clip. To evaluate the quality of generated audio captions, previous works directly adopt image captioning metrics like SPICE and CIDEr, without justifying their…

声音 · 计算机科学 2022-01-28 Zelin Zhou , Zhiling Zhang , Xuenan Xu , Zeyu Xie , Mengyue Wu , Kenny Q. Zhu

Automatically generating descriptive captions for images is a well-researched area in computer vision. However, existing evaluation approaches focus on measuring the similarity between two sentences disregarding fine-grained semantics of…

计算机视觉与模式识别 · 计算机科学 2019-08-07 Philipp Harzig , Dan Zecha , Rainer Lienhart , Carolin Kaiser , René Schallner

Few VR applications and games implement captioning of speech and audio cues, which either inhibits or prevents access of their application by deaf or hard of hearing (DHH) users, new language learners, and other caption users. Additionally,…

人机交互 · 计算机科学 2022-10-28 Pranav Pidathala , Dawson Franz , James Waller , Raja Kushalnagar , Christian Vogler

Audio captioning quality metrics which are typically borrowed from the machine translation and image captioning areas measure the degree of overlap between predicted tokens and gold reference tokens. In this work, we consider a metric…

多媒体 · 计算机科学 2023-03-06 Rehana Mahfuz , Yinyi Guo , Erik Visser

Evaluation metrics for image captioning face two challenges. Firstly, commonly used metrics such as CIDEr, METEOR, ROUGE and BLEU often do not correlate well with human judgments. Secondly, each metric has well known blind spots to…

计算机视觉与模式识别 · 计算机科学 2018-06-19 Yin Cui , Guandao Yang , Andreas Veit , Xun Huang , Serge Belongie

We present Direct Assessment, a method for manually assessing the quality of automatically-generated captions for video. Evaluating the accuracy of video captions is particularly difficult because for any given video clip there is no…

计算与语言 · 计算机科学 2018-11-21 Yvette Graham , George Awad , Alan Smeaton

Video captioning aims to describe events in a video with natural language. In recent years, many works have focused on improving captioning models' performance. However, like other text generation tasks, it risks introducing factual errors…

计算机视觉与模式识别 · 计算机科学 2023-03-07 Hui Liu , Xiaojun Wan

Perceptual quality of audio is the combination of aural accuracy and listener-perceived sound fidelity. It is how humans respond to the accuracy, intelligibility, and fidelity of aural media. Today this fidelity is also heavily influenced…

声音 · 计算机科学 2026-03-12 Thien T. Duong , Jan P. Springer

Despite considerable progress, state of the art image captioning models produce generic captions, leaving out important image details. Furthermore, these systems may even misrepresent the image in order to produce a simpler caption…

计算机视觉与模式识别 · 计算机科学 2020-09-10 Zeyu Wang , Berthy Feng , Karthik Narasimhan , Olga Russakovsky

We introduce a new large-scale dataset that links the assessment of image quality issues to two practical vision tasks: image captioning and visual question answering. First, we identify for 39,181 images taken by people who are blind…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Tai-Yin Chiu , Yinan Zhao , Danna Gurari

Music captioning has emerged as a promising task, fueled by the advent of advanced language generation models. However, the evaluation of music captioning relies heavily on traditional metrics such as BLEU, METEOR, and ROUGE which were…

声音 · 计算机科学 2024-11-19 Jinwoo Lee , Kyogu Lee

With the growth of interpreting technologies, from remote interpreting and Computer-Aided Interpreting to automated speech translation and interpreting avatars, there is now a high demand for ways to quickly and efficiently measure the…

计算与语言 · 计算机科学 2026-01-12 Jonathan Downie , Joss Moorkens

Real-time captioning is a useful technique for deaf and hard-of-hearing (DHH) people to talk to hearing people. With the improvement in device performance and the accuracy of automatic speech recognition (ASR), real-time captioning is…

人机交互 · 计算机科学 2021-01-28 Kenta Yamamoto , Ippei Suzuki , Akihisa Shitara , Yoichi Ochiai

In this paper we assess the impact of head movement on user's visual acuity and their quality perception of impaired images. There are physical limitations on the amount of visual information a person can perceive and physical limitations…

HTTP Adaptive Streaming (HAS) has become a cost-effective means for multimedia delivery nowadays. However, how the quality of experience (QoE) is jointly affected by 1) varying perceptual quality and 2) interruptions is not well-understood.…

多媒体 · 计算机科学 2020-06-24 Huyen T. T. Tran , Nam Pham Ngoc , Truong Cong Thang
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