Efficient Uncertainty Estimation for Semantic Segmentation in Videos

29 July 2018

Papers citing "Efficient Uncertainty Estimation for Semantic Segmentation in Videos"

33 / 33 papers shown

Title
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 96 1 0 25 Nov 2024
Uncertainty-aware Human Mobility Modeling and Anomaly Detection Haomin Wen Shurui Cao Z. Rasheed Khurram Hassan-Shafique Leman Akoglu 66 0 0 02 Oct 2024
A Unified Approach Towards Active Learning and Out-of-Distribution Detection Sebastian Schmidt Leonard Schenk Leo Schwinn Stephan Günnemann 60 3 0 18 May 2024
Temporal-aware Hierarchical Mask Classification for Video Semantic Segmentation Zhaochong An Guolei Sun Zongwei Wu Hao Tang Luc Van Gool VOS 32 4 0 14 Sep 2023
Uncertainty estimation in Deep Learning for Panoptic segmentation Michael J. Smith F. Ferrie OOD UQCV 38 0 0 04 Apr 2023
Uncertainty in Real-Time Semantic Segmentation on Embedded Systems Ethan Goan Clinton Fookes UQCV 31 4 0 20 Dec 2022
Quantifying Model Uncertainty for Semantic Segmentation using Operators in the RKHS Rishabh Singh José C. Príncipe UQCV 41 3 0 03 Nov 2022
Uncertainty-aware LiDAR Panoptic Segmentation Kshitij Sirohi Sajad Marvi Daniel Buscher Wolfram Burgard 3DPC UQCV 34 6 0 10 Oct 2022
Deep Learning Model with GA based Feature Selection and Context Integration Ranju Mandal Basim Azam B. Verma Mengjie Zhang FAtt 21 0 0 13 Apr 2022
FoV-Net: Field-of-View Extrapolation Using Self-Attention and Uncertainty Liqian Ma Stamatios Georgoulis Xu Jia Luc Van Gool 32 6 0 04 Apr 2022
Neighborhood Spatial Aggregation MC Dropout for Efficient Uncertainty-aware Semantic Segmentation in Point Clouds Chao Qi Jianqin Yin UQCV 3DPC BDL 27 2 0 05 Dec 2021
A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications Xinlei Zhou Han Liu Farhad Pourpanah T. Zeng Xizhao Wang UQCV UD 29 58 0 03 Nov 2021
Robust Monocular Localization in Sparse HD Maps Leveraging Multi-Task Uncertainty Estimation Kürsat Petek Kshitij Sirohi Daniel Buscher Wolfram Burgard UQCV 56 24 0 20 Oct 2021
Domain Adaptive Video Segmentation via Temporal Consistency Regularization Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 24 38 0 23 Jul 2021
A Survey on Deep Learning Technique for Video Segmentation Tianfei Zhou Fatih Porikli David J. Crandall Luc Van Gool Wenguan Wang VOS 39 232 0 02 Jul 2021
Trust It or Not: Confidence-Guided Automatic Radiology Report Generation Yixin Wang Zihao Lin Zhe Xu Haoyu Dong Jiang Tian Jie Luo Zhongchao Shi Yang Zhang Jianping Fan Zhiqiang He UQCV MedIm 41 12 0 21 Jun 2021
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression Wanhua Li Xiaoke Huang Jiwen Lu Jianjiang Feng Jie Zhou UQCV 34 62 0 25 Mar 2021
Corner Cases for Visual Perception in Automated Driving: Some Guidance on Detection Approaches Jasmin Breitenstein Jan-Aike Termöhlen Daniel Lipinski Tim Fingscheidt AAML 30 35 0 11 Feb 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 31 115 0 02 Jan 2021
Improving Video Instance Segmentation by Light-weight Temporal Uncertainty Estimates Kira Maag Matthias Rottmann Serin Varghese Fabian Hüger Peter Schlicht Hanno Gottschalk UQCV 22 12 0 14 Dec 2020
E3D: Event-Based 3D Shape Reconstruction Alexis Baudron Zihao Wang O. Cossairt Aggelos K. Katsaggelos 31 20 0 09 Dec 2020
Towards Efficient Scene Understanding via Squeeze Reasoning Xiangtai Li Xia Li Ansheng You Li Zhang Guangliang Cheng Kuiyuan Yang Yunhai Tong Zhouchen Lin GNN 22 23 0 06 Nov 2020
Efficient Ensemble Model Generation for Uncertainty Estimation with Bayesian Approximation in Segmentation Hong Joo Lee S. T. Kim Hakmin Lee Nassir Navab Yong Man Ro UQCV 16 7 0 21 May 2020
On the uncertainty of self-supervised monocular depth estimation Matteo Poggi Filippo Aleotti Fabio Tosi S. Mattoccia UQCV MDE 33 263 0 13 May 2020
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation Changqian Yu Changxin Gao Jingbo Wang Gang Yu Chunhua Shen Nong Sang SSeg 34 1,178 0 05 Apr 2020
Time-Dynamic Estimates of the Reliability of Deep Semantic Segmentation Networks Kira Maag Matthias Rottmann Hanno Gottschalk 29 34 0 12 Nov 2019
Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate Lu Mi Hao Wang Yonglong Tian Hao He Nir Shavit UQCV 26 30 0 28 Sep 2019
Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Janis Postels Francesco Ferroni Huseyin Coskun Nassir Navab Federico Tombari UQCV UD PER BDL 27 139 0 01 Aug 2019
Exploring Temporal Information for Improved Video Understanding Yi Zhu 23 0 0 25 May 2019
Exploring Uncertainty in Conditional Multi-Modal Retrieval Systems Ahmed Taha Yi-Ting Chen Xitong Yang Teruhisa Misu L. Davis UQCV 28 9 0 23 Jan 2019
Improving Semantic Segmentation via Video Propagation and Label Relaxation Yi Zhu Karan Sapra F. Reda Kevin J. Shih Shawn D. Newsam Andrew Tao Bryan Catanzaro 56 382 0 04 Dec 2018
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 213 745 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,167 0 06 Jun 2015