Zobrazeno 1 - 10 of 8 386 pro vyhledávání: '"Lioi A"'
4
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LLM meets Vision-Language Models for Zero-Shot One-Class Classification
Autor: Bendou, Yassir, Lioi, Giulia, Pasdeloup, Bastien, Mauch, Lukas, Hacene, Ghouthi Boukli, Cardinaux, Fabien, Gripon, Vincent
We consider the problem of zero-shot one-class visual classification, extending traditional one-class classification to scenarios where only the label of the target class is available. This method aims to discriminate between positive and negative qu
Externí odkaz: http://arxiv.org/abs/2404.00675
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5
Report
Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding
Autor: Ouahidi, Yassine El, Lioi, Giulia, Farrugia, Nicolas, Pasdeloup, Bastien, Gripon, Vincent
In the context of Brain-Computer Interfaces, we propose an adaptive method that reaches offline performance level while being usable online without requiring supervision. Interestingly, our method does not require retraining the model, as it consists
Externí odkaz: http://arxiv.org/abs/2403.15438
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10
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Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning
Autor: Bendou, Yassir, Gripon, Vincent, Pasdeloup, Bastien, Lioi, Giulia, Mauch, Lukas, Cardinaux, Fabien, Hacene, Ghouthi Boukli
In the realm of few-shot learning, foundation models like CLIP have proven effective but exhibit limitations in cross-domain robustness especially in few-shot settings. Recent works add text as an extra modality to enhance the performance of these mo
Externí odkaz: http://arxiv.org/abs/2311.14544
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