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Ségolène Martin

2 accepted papers

2024

Transductive Zero-Shot and Few-Shot CLIP

CVPR 2024highlight

Transductive inference has been widely investigated in few-shot image classification but completely overlooked in the recent fast growing literature on adapting vision-langage models like CLIP. This paper addresses the transductive zero-shot and few-shot CLIP classification challenge in which infere…

2022

A Non-Convex Proximal Approach for Centroid-Based Classification

ICASSP 2022accepted

In this paper, we propose a novel variational approach for supervised classification based on transform learning. Our approach consists of formulating an optimization problem on both the transform matrix and the centroids of the classes in a low-dimensional transformed space. The loss function is ba…

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