2 papers
cs.CV2025
Object-level Self-Distillation for Vision Pretraining
ÃaÄlar Hızlı, ÃaÄatay Yıldız, Pekka Marttinen
State-of-the-art vision pretraining methods rely on image-level self-distillation from object-centric datasets such as ImageNet, implicitly assuming each image contains a single ob…
cs.LG2024
Identifying latent state transition in non-linear dynamical systems
ÃaÄlar Hızlı, ÃaÄatay Yıldız, Matthias Bethge +2
This work aims to improve generalization and interpretability of dynamical systems by recovering the underlying lower-dimensional latent states and their time evolutions. Previous…