Impact of annotation quality on model performance of welding defect detection using deep learning

Research article (Welding in the World, 2024) · cited 22× · AI/ML

academia openalex:W4392272362

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Impact of annotation quality on model performance of welding defect detection using deep learning

Summary

Impact of annotation quality on model performance of welding defect detection using deep learning is a scholarly article^[1].

Key Facts

Impact of annotation quality on model performance of welding defect detection using deep learning's instance of is recorded as scholarly article^[2].

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Instance of scholarly article

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Authored by 6

Baoxin Zhang, Jiajia Liu, Jinhan Cui, Juntao Wu, Wenpin Zhang, Xinghua Yu

← Author of 6

Baoxin Zhang, Jiajia Liu, Jinhan Cui, Juntao Wu, Wenpin Zhang, Xinghua Yu

References

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Direct Wikidata claims

[2] ↑ Impact of annotation quality on model performance of welding defect detection using deep learning — instance of (P31): scholarly article. wikidata.org.

Class ancestry

[1] ↑ Impact of annotation quality on model performance of welding defect detection using deep learning is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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APA

4ort.xyz Knowledge Graph. (2026). Impact of annotation quality on model performance of welding defect detection using deep learning. Retrieved May 24, 2026, from https://4ort.xyz/entity/impact-of-annotation-quality-on-model-performance-of-welding-defect-detection-using-deep-learning

MLA

“Impact of annotation quality on model performance of welding defect detection using deep learning.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/impact-of-annotation-quality-on-model-performance-of-welding-defect-detection-using-deep-learning.

BibTeX

@misc{4ortxyz_impact-of-annotation-quality-on-model-performance-of-welding-defect-detection-using-deep-learning_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Impact of annotation quality on model performance of welding defect detection using deep learning}}, year = {2026}, url = {https://4ort.xyz/entity/impact-of-annotation-quality-on-model-performance-of-welding-defect-detection-using-deep-learning}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Impact of annotation quality on model performance of welding defect detection using deep learning — https://4ort.xyz/entity/impact-of-annotation-quality-on-model-performance-of-welding-defect-detection-using-deep-learning (retrieved 2026-05-24)

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