Archivio Istituzionale della RicercaInitial release of the few-shot bearing fault diagnosis framework using multimodal LLMs and prototypical networks. Features: Support for multiple MLLMs: GPT-4o, GPT-5.1, Claude 4.5 Haiku/Sonnet, LLaVA-1.5-7B, Prototypical Networks baseline with ResNet-50 and Swin Transformer V2-T, 1-shot, 5-shot, and 10-shot evaluation, Automated metrics computation with confidence intervals, CWT image preprocessing for vibration signal analysis.
Few-Shot Bearing Fault Diagnosis with Multimodal LLMs and Prototypical Networks / Di Maggio, Luigi Gianpio. - (2026). [10.5281/zenodo.18376905]
Few-Shot Bearing Fault Diagnosis with Multimodal LLMs and Prototypical Networks
Luigi Gianpio Di Maggio
2026
Abstract
Initial release of the few-shot bearing fault diagnosis framework using multimodal LLMs and prototypical networks. Features: Support for multiple MLLMs: GPT-4o, GPT-5.1, Claude 4.5 Haiku/Sonnet, LLaVA-1.5-7B, Prototypical Networks baseline with ResNet-50 and Swin Transformer V2-T, 1-shot, 5-shot, and 10-shot evaluation, Automated metrics computation with confidence intervals, CWT image preprocessing for vibration signal analysis.
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Utilizza questo identificativo per citare o creare un link a questo documento:
https://hdl.handle.net/11583/3007437