Localization Uncertainty Estimation for Anchor-Free Object Detection Youngwan Lee, Joong-Won Hwang, Hyung-Il Kim, Kimin Yun, Yongjin Kwon, Yuseok Bae, Sung Ju Hwang
Variational Depth Networks: Uncertainty-Aware Monocular Self-Supervised Depth Estimation Georgi Dikov, Joris van Vugt
Unsupervised Joint Image Transfer and Uncertainty Quantification using Patch Invariant Networks Christoph Angermann, Markus Haltmeier, Ahsan Raza Siyal
Uncertainty Quantification using Query-Based Object Detectors Meet P. Vadera, Colin Samplawski, Benjamin Marlin
Accepted Extended Abstracts
Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss Yannik Blei, Nicolas Jourdan, Nils Gählert
On the Usefulness of Deep Ensemble Diversity for Out-of-Distribution Detection Guoxuan Xia, Christos Bouganis
Lossy Image Compression with Conditional Diffusion Models Ruihan Yang, Stephan Mandt
Towards Open Set 3D Learning: A Benchmark on Object Point Clouds Antonio Alliegro, Francesco Cappio Borlino, Tatiana Tommasi
Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly Spencer Whitehead, Suzanne Petryk, Vedaad Shakib, Joseph E. Gonzalez, Trevor Darrell, Anna Rohrbach, Marcus Rohrbach