Zobrazeno 1 - 10
of 21 483
pro vyhledávání: '"data annotation"'
Human annotation is a time-consuming task that requires a significant amount of effort. To address this issue, interactive data annotation utilizes an annotation model to provide suggestions for humans to approve or correct. However, annotation model
Externí odkaz:
http://arxiv.org/abs/2405.11912
The quality of the dataset is crucial for ensuring optimal performance and reliability of downstream task models. However, datasets often contain noisy data inadvertently included during the construction process. Numerous attempts have been made to c
Externí odkaz:
http://arxiv.org/abs/2404.09682
In this position paper, we discuss the potential for leveraging LLMs as interactive research tools to facilitate collaboration between human coders and AI to effectively annotate online risk data at scale. Collaborative human-AI labeling is a promisi
Externí odkaz:
http://arxiv.org/abs/2404.07926
Autor:
Mumuni, Fuseini, Mumuni, Alhassan
Grounding DINO and the Segment Anything Model (SAM) have achieved impressive performance in zero-shot object detection and image segmentation, respectively. Together, they have a great potential to revolutionize applications in zero-shot semantic seg
Externí odkaz:
http://arxiv.org/abs/2406.19057
Autor:
Ruggeri, Federico, Misino, Eleonora, Muti, Arianna, Korre, Katerina, Torroni, Paolo, Barrón-Cedeño, Alberto
We introduce the Guideline-Centered annotation process, a novel data annotation methodology focused on reporting the annotation guidelines associated with each data sample. We identify three main limitations of the standard prescriptive annotation pr
Externí odkaz:
http://arxiv.org/abs/2406.14099
Autor:
Vuruma, Sai Krishna Revanth, Wu, Dezhi, Gupta, Saborny Sen, Aust, Lucas, Lookingbill, Valerie, Bellamy, Wyatt, Ren, Yang, Kasson, Erin, Chen, Li-Shiun, Cavazos-Rehg, Patricia, Hu, Dian, Huang, Ming
In recent years, the United States has witnessed a significant surge in the popularity of vaping or e-cigarette use, leading to a notable rise in cases of e-cigarette and vaping use-associated lung injury (EVALI) that caused hospitalizations and fata
Externí odkaz:
http://arxiv.org/abs/2407.00167
Annotated datasets are an essential ingredient to train, evaluate, compare and productionalize supervised machine learning models. It is therefore imperative that annotations are of high quality. For their creation, good quality management and thereb
Externí odkaz:
http://arxiv.org/abs/2405.11919
Autor:
Xie, Tian, Zhang, Xueru
As machine learning (ML) models are increasingly used in social domains to make consequential decisions about humans, they often have the power to reshape data distributions. Humans, as strategic agents, continuously adapt their behaviors in response
Externí odkaz:
http://arxiv.org/abs/2405.08027
Computer vision models trained on Google Street View images can create material cadastres. However, current approaches need manually annotated datasets that are difficult to obtain and often have class imbalance. To address these challenges, this pap
Externí odkaz:
http://arxiv.org/abs/2404.08557
Autor:
Wu, Lingeer1 (AUTHOR) 13426365656@126.com, Xia, Di1 (AUTHOR), Wang, Jin1 (AUTHOR), Chen, Si1 (AUTHOR), Cui, Xulei1 (AUTHOR) cui.xulei@aliyun.com, Shen, Le1 (AUTHOR), Huang, Yuguang1 (AUTHOR)
Publikováno v:
Diagnostics (2075-4418). Apr2024, Vol. 14 Issue 7, p755. 12p.