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Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding

9 November 2015

Alex Kendall

Papers citing "Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding"

50 / 302 papers shown

Title
Probabilistic Spatial Analysis in Quantitative Microscopy with Uncertainty-Aware Cell Detection using Deep Bayesian Regression of Density Maps Alvaro Gomariz Tiziano Portenier C. Nombela-Arrieta O. Goksel UQCV 60 7 0 23 Feb 2021
RCoNet: Deformable Mutual Information Maximization and High-order Uncertainty-aware Learning for Robust COVID-19 Detection Shunjie Dong Qianqian Yang Yu Fu Mei Tian Cheng Zhuo OOD 51 42 0 22 Feb 2021
Corner Cases for Visual Perception in Automated Driving: Some Guidance on Detection Approaches Jasmin Breitenstein Jan-Aike Termöhlen Daniel Lipinski Tim Fingscheidt AAML 141 35 0 11 Feb 2021
Using uncertainty estimation to reduce false positives in liver lesion detection Ishaan Bhat Hugo J. Kuijf Veronika Cheplygina J. Pluim MedIm 133 9 0 12 Jan 2021
Bayesian U-Net for Segmenting Glaciers in SAR Imagery A. Hartmann Amirabbas Davari T. Seehaus M. Braun Andreas Maier Vincent Christlein UQCV 45 17 0 08 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 111 29 0 07 Jan 2021
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study Matthew Ng F. Guo L. Biswas S. Petersen Stefan K. Piechnik S. Neubauer G. Wright UQCV 79 34 0 31 Dec 2020
Ellipse Regression with Predicted Uncertainties for Accurate Multi-View 3D Object Estimation Wenbo Dong Volkan Isler 3DPC 59 4 0 27 Dec 2020
Detecting Road Obstacles by Erasing Them Krzysztof Lis S. Honari Pascal Fua Mathieu Salzmann UQCV 165 44 0 25 Dec 2020
End-to-End Deep Structured Models for Drawing Crosswalks Justin Liang R. Urtasun 64 19 0 21 Dec 2020
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek S. Izadi Ghassan Hamarneh 79 27 0 14 Dec 2020
Confidence Estimation via Auxiliary Models Charles Corbière Nicolas Thome A. Saporta Tuan-Hung Vu Matthieu Cord P. Pérez TPM 154 50 0 11 Dec 2020
Uncertainty-Aware Deep Calibrated Salient Object Detection Jing Zhang Yuchao Dai Xin Yu Mehrtash Harandi Nick Barnes Leonid Sigal UQCV EDL 69 6 0 10 Dec 2020
Entropy Maximization and Meta Classification for Out-Of-Distribution Detection in Semantic Segmentation Robin Shing Moon Chan Matthias Rottmann Hanno Gottschalk OODD 136 154 0 09 Dec 2020
Bayesian Triplet Loss: Uncertainty Quantification in Image Retrieval Frederik Warburg Martin Jørgensen Javier Civera Søren Hauberg UQCV 99 37 0 25 Nov 2020
A Review and Comparative Study on Probabilistic Object Detection in Autonomous Driving Di Feng Ali Harakeh Steven Waslander Klaus C. J. Dietmayer AAML UQCV EDL 126 227 0 20 Nov 2020
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty Umang Bhatt Javier Antorán Yunfeng Zhang Q. V. Liao P. Sattigeri ... L. Nachman R. Chunara Madhulika Srikumar Adrian Weller Alice Xiang 129 252 0 15 Nov 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 369 1,947 0 12 Nov 2020
Uncertainty Estimation in Medical Image Localization: Towards Robust Anterior Thalamus Targeting for Deep Brain Stimulation Han Liu C. Cui Dario J. Englot Benoit M. Dawant 23 2 0 03 Nov 2020
Highway Driving Dataset for Semantic Video Segmentation Byungju Kim Junho Yim Junmo Kim SSeg 52 15 0 02 Nov 2020
Uncertainty Aware Semi-Supervised Learning on Graph Data Xujiang Zhao Feng Chen Shu Hu Jin-Hee Cho UQCV EDL BDL 194 139 0 24 Oct 2020
Meta-Active Learning for Node Response Prediction in Graphs Tomoharu Iwata 25 0 0 12 Oct 2020
Uncertainty-Aware Semantic Augmentation for Neural Machine Translation Xiangpeng Wei Heng Yu Yue Hu Rongxiang Weng Luxi Xing Weihua Luo UQLM BDL 65 22 0 09 Oct 2020
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding Xiaoman Qi P. Zhu Yuebin Wang Liqiang Zhang Junhuan Peng Mengfan Wu Jialong Chen Xudong Zhao Ning Zang P. Mathiopoulos 119 118 0 01 Oct 2020
MLOD: Awareness of Extrinsic Perturbation in Multi-LiDAR 3D Object Detection for Autonomous Driving Jianhao Jiao Peng Yun L. Tai Ming-Yuan Liu 3DPC 38 10 0 29 Sep 2020
Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks Boyuan Feng Yuke Wang Ziyi Wang Yufei Ding AAML 70 34 0 22 Sep 2020
A Deep Neural Network Tool for Automatic Segmentation of Human Body Parts in Natural Scenes Patrick McClure Gabrielle E. Reimann Michal Ramot Francisco Pereira 3DH SSeg 18 2 0 08 Sep 2020
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 142 153 0 03 Sep 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 138 1,160 0 30 Aug 2020
Handling of uncertainty in medical data using machine learning and probability theory techniques: A review of 30 years (1991-2020) R. Alizadehsani M. Roshanzamir Sadiq Hussain Abbas Khosravi Afsaneh Koohestani ... M. Panahiazar S. Nahavandi D. Srinivasan A. Atiya U. Acharya OOD 84 99 0 23 Aug 2020
Integrating uncertainty in deep neural networks for MRI based stroke analysis L. Herzog Elvis Murina Oliver Durr S. Wegener Beate Sick 60 53 0 13 Aug 2020
Modal Uncertainty Estimation via Discrete Latent Representation Di Qiu L. Lui UQCV 44 5 0 25 Jul 2020
Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation Gabriel L. Oliveira S. Yogamani Wolfram Burgard Thomas Brox SSeg 44 1 0 19 Jul 2020
The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction Alice Martin Charles Ollion Florian Strub Sylvain Le Corff Olivier Pietquin 55 6 0 15 Jul 2020
Learning Orientation Distributions for Object Pose Estimation Brian Okorn Mengyun Xu M. Hebert David Held 66 23 0 02 Jul 2020
A Comparison of Uncertainty Estimation Approaches in Deep Learning Components for Autonomous Vehicle Applications F. Arnez H. Espinoza A. Radermacher Franccois Terrier UQCV 71 30 0 26 Jun 2020
A Survey on Deep Learning for Localization and Mapping: Towards the Age of Spatial Machine Intelligence Changhao Chen Binghai Wang Chris Xiaoxuan Lu A. Trigoni Andrew Markham 109 136 0 22 Jun 2020
Towards Better Performance and More Explainable Uncertainty for 3D Object Detection of Autonomous Vehicles Hujie Pan Zining Wang Wei Zhan Masayoshi Tomizuka UQCV 3DPC 95 27 0 22 Jun 2020
Reinforcement Learning with Uncertainty Estimation for Tactical Decision-Making in Intersections C. Hoel Tommy Tram J. Sjöberg 75 30 0 17 Jun 2020
Pixel Invisibility: Detecting Objects Invisible in Color Images Yongxin Wang D. Wijesekera 18 2 0 15 Jun 2020
One Versus all for deep Neural Network Incertitude (OVNNI) quantification Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV BDL 66 22 0 01 Jun 2020
A Review on End-To-End Methods for Brain Tumor Segmentation and Overall Survival Prediction Snehal Rajput M. Raval 3DV 46 13 0 31 May 2020
Uncertainty Estimation in Deep 2D Echocardiography Segmentation Lavsen Dahal Aayush Kafle Bishesh Khanal UQCV 64 10 0 19 May 2020
Bayesian convolutional neural network based MRI brain extraction on nonhuman primates Gengyan Zhao Fang Liu J. Oler M. Meyerand N. Kalin R. Birn 144 65 0 18 May 2020
Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation Philipp Oberdiek Matthias Rottmann G. Fink 73 30 0 14 May 2020
Tactical Decision-Making in Autonomous Driving by Reinforcement Learning with Uncertainty Estimation C. Hoel Krister Wolff L. Laine 39 44 0 22 Apr 2020
UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders Jing Zhang Deng-Ping Fan Yuchao Dai Saeed Anwar F. Saleh Tong Zhang Nick Barnes UQCV 83 324 0 13 Apr 2020
B-SCST: Bayesian Self-Critical Sequence Training for Image Captioning Shashank Bujimalla Mahesh Subedar Omesh Tickoo BDL UQCV 25 10 0 06 Apr 2020
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran Ling Shao 94 30 0 31 Mar 2020
Risk-Aware Planning and Assignment for Ground Vehicles using Uncertain Perception from Aerial Vehicles V. Sharma Maymoonah Toubeh Lifeng Zhou Pratap Tokekar 87 20 0 25 Mar 2020