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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
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation J. Müller Robert Wright Thomas Day Lorenzo Venturini Samuel Budd Hadrien Reynaud J. Hajnal Reza Razavi Bernhard Kainz MedIm 150 0 0 13 Mar 2025
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 288 1 0 25 Nov 2024
Bayesian Active Learning for Semantic Segmentation Sima Didari Wenjun Hu Jae Oh Woo Heng Hao Hankyu Moon Seungjai Min 125 1 0 03 Aug 2024
Distribution-Aware Replay for Continual MRI Segmentation Nick Lemke Camila González Anirban Mukhopadhyay Martin Mundt OOD 82 0 0 30 Jul 2024
Road Obstacle Detection based on Unknown Objectness Scores Chihiro Noguchi T. Ohgushi Masao Yamanaka 42 2 0 27 Mar 2024
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentation S. Chatterjee Franziska Gaidzik Alessandro Sciarra Hendrik Mattern G. Janiga Oliver Speck Andreas Nürnberger S. Pathiraja 76 0 0 25 Dec 2023
PolyMaX: General Dense Prediction with Mask Transformer Xuan S. Yang Liangzhe Yuan Kimberly Wilber Astuti Sharma Xiuye Gu ... Stephanie Debats Huisheng Wang Hartwig Adam Mikhail Sirotenko Liang-Chieh Chen 105 15 0 09 Nov 2023
A Metacognitive Approach to Out-of-Distribution Detection for Segmentation Meghna Gummadi Cassandra Kent Karl Schmeckpeper Eric Eaton UQCV 59 1 0 04 Oct 2023
The Robust Semantic Segmentation UNCV2023 Challenge Results Xuanlong Yu Yi Zuo Zitao Wang Xiaowen Zhang Jiaxuan Zhao ... Angela Yao Wenlong Chen Ivor J. A. Simpson Neill D. F. Campbell Gianni Franchi UQCV 85 5 0 27 Sep 2023
When Monte-Carlo Dropout Meets Multi-Exit: Optimizing Bayesian Neural Networks on FPGA Hongxiang Fan Hao Mark Chen Liam Castelli Zhiqiang Que He Li Kenneth Long Wayne Luk BDL 41 2 0 13 Aug 2023
Unfolding Framework with Prior of Convolution-Transformer Mixture and Uncertainty Estimation for Video Snapshot Compressive Imaging Siming Zheng Xin Yuan ViT MedIm 53 5 0 20 Jun 2023
Towards Autonomous and Safe Last-mile Deliveries with AI-augmented Self-driving Delivery Robots Eyad Shaklab A. Karapetyan Arjun Sharma Murad Mebrahtu Mustofa Basri Mohamed Nagy Majid Khonji Jorge Dias 40 3 0 28 May 2023
UPNet: Uncertainty-based Picking Deep Learning Network for Robust First Break Picking Hongtao Wang Jiangshe Zhang Xiaoli Wei Lihong Long Chunxia Zhang OOD 56 2 0 23 May 2023
Deep Monocular Hazard Detection for Safe Small Body Landing Travis Driver Kento Tomita Koki Ho Panagiotis Tsiotras 56 1 0 30 Jan 2023
Learning Implicit Functions for Dense 3D Shape Correspondence of Generic Objects Feng Liu Xiaoming Liu 3DPC 3DV 82 4 0 29 Dec 2022
Uncertainty in Real-Time Semantic Segmentation on Embedded Systems Ethan Goan Clinton Fookes UQCV 90 4 0 20 Dec 2022
One-shot Machine Teaching: Cost Very Few Examples to Converge Faster Chen Zhang Xiaofeng Cao Yi Chang Ivor W Tsang 70 0 0 13 Dec 2022
Evaluating Zero-cost Active Learning for Object Detection Dominik Probst Hasnain Raza E. Rodner VLM ObjD 69 1 0 08 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot Segmentation Dianwen Mei Wei Zhuo Jiandong Tian Guangming Lu Wenjie Pei VLM 97 0 0 02 Dec 2022
Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters Junde Wu Huihui Fang Yehui Yang Yuanpei Liu Jing Gao Lixin Duan Weihua Yang Yanwu Xu 64 2 0 01 Dec 2022
Progressively Dual Prior Guided Few-shot Semantic Segmentation Qinglong Cao Yuntian Chen Xiwen Yao Junwei Han 75 0 0 20 Nov 2022
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty J. Bertels D. Robben Dirk Vandermeulen P. Suetens 55 19 0 08 Nov 2022
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Junde Wu Rao Fu Huihui Fang Yu Zhang Yehui Yang Haoyi Xiong Huiying Liu Yanwu Xu MedIm VLM DiffM 240 254 0 01 Nov 2022
Confidence-Calibrated Face and Kinship Verification Min Xu Ximiao Zhang Xiuzhuang Zhou CVBM 75 4 0 25 Oct 2022
On the calibration of underrepresented classes in LiDAR-based semantic segmentation M. Dreissig Florian Piewak Joschka Boedecker 42 1 0 13 Oct 2022
Uncertainty-aware LiDAR Panoptic Segmentation Kshitij Sirohi Sajad Marvi Daniel Buscher Wolfram Burgard 3DPC UQCV 67 7 0 10 Oct 2022
Uncertainty Estimation for 3D Dense Prediction via Cross-Point Embeddings Kaiwen Cai Chris Xiaoxuan Lu Xiaowei Huang 3DPC 107 2 0 29 Sep 2022
Uncertainty-aware Perception Models for Off-road Autonomous Unmanned Ground Vehicles Zhaoyuan Yang Y. Tan Shiraj Sen Johan Reimann John N. Karigiannis Mohammed A. Yousefhussien Nurali Virani 52 5 0 22 Sep 2022
SUN: Exploring Intrinsic Uncertainties in Text-to-SQL Parsers Bowen Qin Lihan Wang Binyuan Hui Bowen Li Xiangpeng Wei Binhua Li Fei Huang Luo Si Min Yang Yongbin Li 94 9 0 14 Sep 2022
Semantic Visual Simultaneous Localization and Mapping: A Survey Kaiqi Chen Jianhua Zhang Jialing Liu Qiyi Tong Ruyu Liu Shengyong Chen Jianhua Zhang Arash Ajoudani Shengyong Chen 229 14 0 14 Sep 2022
Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss Yannik Blei Nicolas Jourdan Nils Gählert OODD 58 3 0 01 Sep 2022
Probing Contextual Diversity for Dense Out-of-Distribution Detection Silvio Galesso M. A. Bravo Mehdi Naouar Thomas Brox 50 4 0 30 Aug 2022
Region-Based Evidential Deep Learning to Quantify Uncertainty and Improve Robustness of Brain Tumor Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang EDL OOD UQCV 86 39 0 11 Aug 2022
Latent Discriminant deterministic Uncertainty Gianni Franchi Xuanlong Yu Andrei Bursuc Emanuel Aldea Séverine Dubuisson David Filliat UQCV 69 18 0 20 Jul 2022
GIPSO: Geometrically Informed Propagation for Online Adaptation in 3D LiDAR Segmentation Cristiano Saltori E. Krivosheev Stéphane Lathuilière N. Sebe Fabio Galasso G. Fiameni Elisa Ricci Fabio Poiesi 3DPC 115 29 0 20 Jul 2022
Decorrelative Network Architecture for Robust Electrocardiogram Classification Christopher Wiedeman Ge Wang OOD 77 2 0 19 Jul 2022
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers Daniel Bogdoll Meng Zhang Maximilian Nitsche J. Marius Zöllner 78 1 0 13 Jul 2022
Bayesian approaches for Quantifying Clinicians' Variability in Medical Image Quantification Jaeik Jeon Yeonggul Jang Youngtaek Hong H. Shim Sekeun Kim 41 1 0 05 Jul 2022
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View V. Zimmer A. Gómez E. Skelton Robert Wright G. Wheeler ... Jacqueline Matthew Bernhard Kainz Daniel Rueckert Joseph V. Hajnal Julia A. Schnabel 60 23 0 29 Jun 2022
Distributional Gaussian Processes Layers for Out-of-Distribution Detection S. Popescu D. Sharp James H. Cole Konstantinos Kamnitsas Ben Glocker OOD 100 0 0 27 Jun 2022
Influence of uncertainty estimation techniques on false-positive reduction in liver lesion detection Ishaan Bhat J. Pluim M. Viergever Hugo J. Kuijf MedIm 96 5 0 22 Jun 2022
A Survey on Uncertainty Reasoning and Quantification for Decision Making: Belief Theory Meets Deep Learning Zhen Guo Zelin Wan Qisheng Zhang Xujiang Zhao F. Chen Jin-Hee Cho Qi Zhang Lance M. Kaplan Dong-Ho Jeong A. Jøsang UQCV EDL 66 10 0 12 Jun 2022
Learning Probabilistic Topological Representations Using Discrete Morse Theory Xiaoling Hu Dimitris Samaras Chao Chen 94 21 0 03 Jun 2022
Evaluating Uncertainty Calibration for Open-Set Recognition Zongyao Lyu Nolan B. Gutierrez William J. Beksi UQCV 59 0 0 15 May 2022
Symmetry and Uncertainty-Aware Object SLAM for 6DoF Object Pose Estimation Nate Merrill Yuliang Guo Xingxing Zuo Xinyu Huang Stefan Leutenegger Xidong Peng Liu Ren Guoquan Huang 92 39 0 04 May 2022
Multimodal Detection of Unknown Objects on Roads for Autonomous Driving Daniel Bogdoll Enrico Eisen Maximilian Nitsche Christin Scheib J. Marius Zöllner 97 12 0 03 May 2022
Anomaly Detection in Autonomous Driving: A Survey Daniel Bogdoll Maximilian Nitsche J. Marius Zöllner 73 122 0 17 Apr 2022
Deep Learning Model with GA based Feature Selection and Context Integration Ranju Mandal Basim Azam B. Verma Mengjie Zhang FAtt 66 0 0 13 Apr 2022
Probabilistic Representations for Video Contrastive Learning Jungin Park Jiyoung Lee Ig-Jae Kim Kwanghoon Sohn SSL 102 47 0 08 Apr 2022
MultiAuto-DeepONet: A Multi-resolution Autoencoder DeepONet for Nonlinear Dimension Reduction, Uncertainty Quantification and Operator Learning of Forward and Inverse Stochastic Problems Jiahao Zhang Shiqi Zhang Guang Lin 95 15 0 07 Apr 2022