no code implementations • 14 Dec 2023 • Shijie Li, Farhad G. Zanjani, Haitam Ben Yahia, Yuki M. Asano, Juergen Gall, Amirhossein Habibian
This is because the source-view images and corresponding poses are processed separately and injected into the model at different stages.
no code implementations • ICCV 2023 • Davide Abati, Haitam Ben Yahia, Markus Nagel, Amirhossein Habibian
Furthermore, we extend our model to dynamically adjust the bit-width proportional to the amount of changes in the video.
1 code implementation • 16 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.
1 code implementation • 17 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.
Ranked #2 on Video Semantic Segmentation on Cityscapes val