Search Results for author: Haitam Ben Yahia

Found 2 papers, 1 papers with code

Simple and Efficient Architectures for Semantic Segmentation

1 code implementation16 Jun 2022 Dushyant Mehta, Andrii Skliar, Haitam Ben Yahia, Shubhankar Borse, Fatih Porikli, Amirhossein Habibian, Tijmen Blankevoort

Though the state-of-the architectures for semantic segmentation, such as HRNet, demonstrate impressive accuracy, the complexity arising from their salient design choices hinders a range of model acceleration tools, and further they make use of operations that are inefficient on current hardware.

Image Classification Semantic Segmentation

Delta Distillation for Efficient Video Processing

no code implementations17 Mar 2022 Amirhossein Habibian, Haitam Ben Yahia, Davide Abati, Efstratios Gavves, Fatih Porikli

By extensive experiments on a wide range of architectures, including the most efficient ones, we demonstrate that delta distillation sets a new state of the art in terms of accuracy vs. efficiency trade-off for semantic segmentation and object detection in videos.

Knowledge Distillation object-detection +3

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