2 code implementations • 7 Apr 2022 • Tal Ridnik, Hussam Lawen, Emanuel Ben-Baruch, Asaf Noy
The scheme, named USI (Unified Scheme for ImageNet), is based on knowledge distillation and modern tricks.
1 code implementation • 18 Jan 2022 • Emanuel Ben-Baruch, Matan Karklinsky, Yossi Biton, Avi Ben-Cohen, Hussam Lawen, Nadav Zamir
Such direct methods may be limited in transferring high-order dependencies embedded in the representation vectors, or in handling the capacity gap between the teacher and student models.
Ranked #1 on Face Verification on IJB-C
3 code implementations • 30 Mar 2020 • Tal Ridnik, Hussam Lawen, Asaf Noy, Emanuel Ben Baruch, Gilad Sharir, Itamar Friedman
In this work, we introduce a series of architecture modifications that aim to boost neural networks' accuracy, while retaining their GPU training and inference efficiency.
Ranked #7 on Fine-Grained Image Classification on Oxford 102 Flowers (using extra training data)
no code implementations • 15 Oct 2019 • Hussam Lawen, Avi Ben-Cohen, Matan Protter, Itamar Friedman, Lihi Zelnik-Manor
Furthermore, we show the representation power of our ReID network via SotA results on a different task of multi-object tracking.
Ranked #16 on Person Re-Identification on Market-1501 (Rank-1 metric)