Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network

Research article (Journal of Intelligent Manufacturing, 2022) · cited 28× · AI/ML
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Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network

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Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network is a scholarly article[1].

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  • Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network's instance of is recorded as scholarly article[2].

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APA 4ort.xyz Knowledge Graph. (2026). Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network. Retrieved May 24, 2026, from https://4ort.xyz/entity/research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr
MLA “Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr.
BibTeX @misc{4ortxyz_research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network}}, year = {2026}, url = {https://4ort.xyz/entity/research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Research on recognition methods of spot-welding surface appearances based on transfer learning and a lightweight high-precision convolutional neural network — https://4ort.xyz/entity/research-on-recognition-methods-of-spot-welding-surface-appearances-based-on-transfer-learning-and-a-lightweight-high-pr (retrieved 2026-05-24)

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