128 citations · 315 across the 51 of their papers we have counts for
10 papers · 1 filter
DSI2I: Dense Style for Unpaired Image-to-Image Translation
Baran Ozaydin, Tong Zhang, Sabine Süsstrunk +1
Unpaired exemplar-based image-to-image (UEI2I) translation aims to translate a source image to a target image domain with the style of a target image exemplar, without ground-truth…
DyNCA: Real-time Dynamic Texture Synthesis Using Neural Cellular Automata
Ehsan Pajouheshgar, Yitao Xu, Tong Zhang +1
Current Dynamic Texture Synthesis (DyTS) models can synthesize realistic videos. However, they require a slow iterative optimization process to synthesize a single fixed-size short…
PoGaIN: Poisson-Gaussian Image Noise Modeling from Paired Samples
Nicolas Bähler, Majed El Helou, Étienne Objois +2
Image noise can often be accurately fitted to a Poisson-Gaussian distribution. However, estimating the distribution parameters from a noisy image only is a challenging task. Here,…
DSR: Towards Drone Image Super-Resolution
Xiaoyu Lin, Baran Ozaydin, Vidit Vidit +2
Despite achieving remarkable progress in recent years, single-image super-resolution methods are developed with several limitations. Specifically, they are trained on fixed content…
Fast Adversarial Training with Adaptive Step Size
Zhichao Huang, Yanbo Fan, Chen Liu +5
While adversarial training and its variants have shown to be the most effective algorithms to defend against adversarial attacks, their extremely slow training process makes it har…
MulT: An End-to-End Multitask Learning Transformer
Deblina Bhattacharjee, Tong Zhang, Sabine Süsstrunk +1
We propose an end-to-end Multitask Learning Transformer framework, named MulT, to simultaneously learn multiple high-level vision tasks, including depth estimation, semantic segmen…