Search Results for author: Llukman Cerkezi

Found 4 papers, 2 papers with code

Multi-View Unsupervised Image Generation with Cross Attention Guidance

no code implementations7 Dec 2023 Llukman Cerkezi, Aram Davtyan, Sepehr Sameni, Paolo Favaro

The growing interest in novel view synthesis, driven by Neural Radiance Field (NeRF) models, is hindered by scalability issues due to their reliance on precisely annotated multi-view images.

Hard Attention Image Generation +2

Sparse 3D Reconstruction via Object-Centric Ray Sampling

1 code implementation6 Sep 2023 Llukman Cerkezi, Paolo Favaro

This sampling scheme relies on the mesh representation to ensure also that samples are well-distributed along its normals.

3D Object Reconstruction 3D Reconstruction +1

KOALA: A Kalman Optimization Algorithm with Loss Adaptivity

no code implementations7 Jul 2021 Aram Davtyan, Sepehr Sameni, Llukman Cerkezi, Givi Meishvilli, Adam Bielski, Paolo Favaro

Moreover, we show that the Kalman Filter dynamical model for the evolution of the unknown parameters can be used to capture the gradient dynamics of advanced methods such as Momentum and Adam.

Language Modelling Stochastic Optimization

TDIOT: Target-driven Inference for Deep Video Object Tracking

1 code implementation19 Mar 2021 Filiz Gurkan, Llukman Cerkezi, Ozgun Cirakman, Bilge Gunsel

For effective video object tracking, object detection is integrated with a data association step performed by either a custom design inference architecture or an end-to-end joint training for tracking purpose.

Object object-detection +3

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