Search Results for author: Ihab Bendidi

Found 4 papers, 1 papers with code

ChAda-ViT : Channel Adaptive Attention for Joint Representation Learning of Heterogeneous Microscopy Images

1 code implementation26 Nov 2023 Nicolas Bourriez, Ihab Bendidi, Ethan Cohen, Gabriel Watkinson, Maxime Sanchez, Guillaume Bollot, Auguste Genovesio

Unlike color photography images, which are consistently encoded into RGB channels, biological images encompass various modalities, where the type of microscopy and the meaning of each channel varies with each experiment.

Representation Learning

Prompt Performance Prediction for Image Generation

no code implementations15 Jun 2023 Nicolas Bizzozzero, Ihab Bendidi, Olivier Risser-Maroix

The ability to predict the performance of a query before results are returned has been a longstanding challenge in Information Retrieval (IR) systems.

Image Generation Image Retrieval +2

No Free Lunch in Self Supervised Representation Learning

no code implementations23 Apr 2023 Ihab Bendidi, Adrien Bardes, Ethan Cohen, Alexis Lamiable, Guillaume Bollot, Auguste Genovesio

In this work, we explore this relationship, its impact on a domain other than natural images, and show that designing the transformations can be viewed as a form of supervision.

Representation Learning

Comparison of semi-supervised learning methods for High Content Screening quality control

no code implementations9 Aug 2022 Umar Masud, Ethan Cohen, Ihab Bendidi, Guillaume Bollot, Auguste Genovesio

In this work, we evaluate deep learning options that do not require extensive image annotations to provide a straightforward and easy to use semi-supervised learning solution to this issue.

Drug Discovery Transfer Learning

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