1 code implementation • ICCV 2023 • Florent Chiaroni, Jose Dolz, Ziko Imtiaz Masud, Amar Mitiche, Ismail Ben Ayed
We introduce a Parametric Information Maximization (PIM) model for the Generalized Category Discovery (GCD) problem.
3 code implementations • 23 Jun 2021 • Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida
We motivate our transductive loss by deriving a formal relation between the classification accuracy and mutual-information maximization.
2 code implementations • CVPR 2021 • Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz
We show that the way inference is performed in few-shot segmentation tasks has a substantial effect on performances -- an aspect often overlooked in the literature in favor of the meta-learning paradigm.
Ranked #3 on Few-Shot Semantic Segmentation on COCO-20i (10-shot)
2 code implementations • 25 Aug 2020 • Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, José Dolz, Pablo Piantanida, Ismail Ben Ayed
We introduce Transductive Infomation Maximization (TIM) for few-shot learning.