no code implementations • 10 Dec 2024 • Haitam Ben Yahia, Denis Korzhenkov, Ioannis Lelekas, Amir Ghodrati, Amirhossein Habibian
Video diffusion models have achieved impressive realism and controllability but are limited by high computational demands, restricting their use on mobile devices.
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