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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
Novel Uncertainty Framework for Deep Learning Ensembles Tal Kachman Michal Moshkovitz Michal Rosen-Zvi UQCV OOD BDL 42 3 0 09 Apr 2019
Exploring Uncertainty Measures for Image-Caption Embedding-and-Retrieval Task Kenta Hama Takashi Matsubara K. Uehara Jianfei Cai BDL UQCV 40 6 0 09 Apr 2019
Uncertainty Measures and Prediction Quality Rating for the Semantic Segmentation of Nested Multi Resolution Street Scene Images Matthias Rottmann Marius Schubert UQCV 74 38 0 09 Apr 2019
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach Amir Atapour-Abarghouei T. Breckon MDE 65 34 0 26 Mar 2019
Realtime Rooftop Landing Site Identification and Selection in Urban City Simulation J. Castagno Yu Yao E. Atkins 26 3 0 09 Mar 2019
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries Jawadul H. Bappy Cody Simons L. Nataraj B. S. Manjunath Amit K. Roy-Chowdhury 74 345 0 06 Mar 2019
Statistical Guarantees for the Robustness of Bayesian Neural Networks L. Cardelli Marta Kwiatkowska Luca Laurenti Nicola Paoletti A. Patané Matthew Wicker AAML 89 54 0 05 Mar 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 173 1,014 0 21 Feb 2019
Application of Decision Rules for Handling Class Imbalance in Semantic Segmentation Robin Shing Moon Chan Matthias Rottmann Fabian Hüger Peter Schlicht Hanno Gottschalk SSeg 69 41 0 24 Jan 2019
U2-Net: A Bayesian U-Net model with epistemic uncertainty feedback for photoreceptor layer segmentation in pathological OCT scans J. Orlando Philipp Seeböck Hrvoje Bogunović S. Klimscha C. Grechenig S. Waldstein Bianca S. Gerendas U. Schmidt-Erfurth UQCV 56 56 0 23 Jan 2019
Exploring Uncertainty in Conditional Multi-Modal Retrieval Systems Ahmed Taha Yi-Ting Chen Xitong Yang Teruhisa Misu L. Davis UQCV 81 9 0 23 Jan 2019
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation Daniel Gehrig Dengxin Dai Luc Van Gool 75 20 0 17 Jan 2019
Accuracy, Uncertainty, and Adaptability of Automatic Myocardial ASL Segmentation using Deep CNN H. P. Do Yi Guo A. Yoon K. Nayak 86 23 0 10 Dec 2018
Evaluating Bayesian Deep Learning Methods for Semantic Segmentation Jishnu Mukhoti Y. Gal UQCV BDL 107 225 0 30 Nov 2018
Network Uncertainty Informed Semantic Feature Selection for Visual SLAM Pranav Ganti Steven L. Waslander 63 24 0 29 Nov 2018
Probabilistic Object Detection: Definition and Evaluation David Hall Feras Dayoub John Skinner Haoyang Zhang Dimity Miller Peter Corke G. Carneiro A. Angelova Niko Sünderhauf UQCV 82 111 0 27 Nov 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 112 1,653 0 25 Nov 2018
Bayesian QuickNAT: Model Uncertainty in Deep Whole-Brain Segmentation for Structure-wise Quality Control Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger UQCV 76 120 0 24 Nov 2018
Variational Bayesian Dropout with a Hierarchical Prior Yuhang Liu Wenyong Dong Lei Zhang Dong Gong Javen Qinfeng Shi BDL 52 18 0 19 Nov 2018
Quantifying Uncertainties in Natural Language Processing Tasks Yijun Xiao William Yang Wang UQCV BDL 99 151 0 18 Nov 2018
Evaluating Uncertainty Quantification in End-to-End Autonomous Driving Control Rhiannon Michelmore Marta Kwiatkowska Y. Gal UQCV 79 103 0 16 Nov 2018
Deep Ensemble Bayesian Active Learning : Addressing the Mode Collapse issue in Monte Carlo dropout via Ensembles Remus Pop Patric Fulop UQCV 69 41 0 09 Nov 2018
Large-Scale Visual Active Learning with Deep Probabilistic Ensembles Kashyap Chitta J. Álvarez Adam Lesnikowski BDL UQCV 128 35 0 08 Nov 2018
BAR: Bayesian Activity Recognition using variational inference R. Krishnan Mahesh Subedar S. Bhatnagar BDL UQCV 65 21 0 08 Nov 2018
Prediction Error Meta Classification in Semantic Segmentation: Detection via Aggregated Dispersion Measures of Softmax Probabilities Matthias Rottmann Pascal Colling Thomas-Paul Hack Robin Shing Moon Chan Fabian Hüger Peter Schlicht Hanno Gottschalk UQCV 163 82 0 01 Nov 2018
Deep Fundamental Matrix Estimation without Correspondences Omid Poursaeed Guandao Yang Aditya Prakash Qi Fang Hanqing Jiang Bharath Hariharan Serge J. Belongie 3DV 68 38 0 03 Oct 2018
Quantifying total uncertainty in physics-informed neural networks for solving forward and inverse stochastic problems Dongkun Zhang Lu Lu Ling Guo George Karniadakis UQCV 124 414 0 21 Sep 2018
Evaluating Merging Strategies for Sampling-based Uncertainty Techniques in Object Detection Dimity Miller Feras Dayoub Michael Milford Niko Sünderhauf 115 108 0 17 Sep 2018
Leveraging Heteroscedastic Aleatoric Uncertainties for Robust Real-Time LiDAR 3D Object Detection Di Feng Lars Rosenbaum Fabian Timm Klaus C. J. Dietmayer 3DPC 91 69 0 14 Sep 2018
Deep Network Uncertainty Maps for Indoor Navigation Francesco Verdoja Jens Lundell Ville Kyrki UQCV 63 18 0 13 Sep 2018
Crack-pot: Autonomous Road Crack and Pothole Detection Sukhad Anand Saksham Gupta Vaibhav Darbari Shivam Kohli 55 58 0 09 Sep 2018
Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks? Marcela Carvalho Bertrand Le Saux Pauline Trouvé-Peloux Andrés Almansa F. Champagnat 3DV MDE 81 59 0 05 Sep 2018
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation T. Nair Doina Precup Douglas L. Arnold Tal Arbel UQCV 65 449 0 03 Aug 2018
Modular Sensor Fusion for Semantic Segmentation Hermann Blum Abel Gawel Roland Siegwart Cesar Cadena 67 14 0 30 Jul 2018
Efficient Uncertainty Estimation for Semantic Segmentation in Videos Po-Yu Huang W. Hsu Chun-Yueh Chiu Tingfan Wu Min Sun BDL UQCV 74 108 0 29 Jul 2018
Actor-Action Semantic Segmentation with Region Masks K. Dang Chunluan Zhou Zhigang Tu Michael Hoy Justin Dauwels Junsong Yuan 78 8 0 23 Jul 2018
A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation M. Laves J. Bicker L. Kahrs T. Ortmaier 82 96 0 16 Jul 2018
Uncertainty and Interpretability in Convolutional Neural Networks for Semantic Segmentation of Colorectal Polyps Kristoffer Wickstrøm Michael C. Kampffmeyer Robert Jenssen UQCV 87 77 0 16 Jul 2018
Learning to Segment Medical Images with Scribble-Supervision Alone Y. Can K. Chaitanya Basil Mustafa Lisa M. Koch E. Konukoglu Christian F. Baumgartner 61 88 0 12 Jul 2018
MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network Muhammed Kocabas Salih Karagoz Emre Akbas 3DH CVBM 74 254 0 11 Jul 2018
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation Siddhartha Chandra Camille Couprie Iasonas Kokkinos 74 63 0 03 Jul 2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality Terrance Devries Graham W. Taylor UQCV 125 114 0 02 Jul 2018
Gated Feedback Refinement Network for Coarse-to-Fine Dense Semantic Image Labeling Md. Amirul Islam Mrigank Rochan Shujon Naha Neil D. B. Bruce Yang Wang 40 22 0 29 Jun 2018
A Probabilistic U-Net for Segmentation of Ambiguous Images Simon A. A. Kohl Bernardino Romera-Paredes Clemens Meyer J. Fauw J. Ledsam Klaus H. Maier-Hein S. M. Ali Eslami Danilo Jimenez Rezende Olaf Ronneberger UQCV SSeg 86 578 0 13 Jun 2018
Uncertainty-driven Sanity Check: Application to Postoperative Brain Tumor Cavity Segmentation Alain Jungo Raphael Meier E. Ermiş Evelyn Herrmann M. Reyes UQCV 107 47 0 08 Jun 2018
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images S. Graham Hao Chen Jevgenij Gamper Qi Dou Pheng-Ann Heng David R. J. Snead Yee Wah Tsang Nasir M. Rajpoot MedIm 91 307 0 05 Jun 2018
Uncertainty-Aware Attention for Reliable Interpretation and Prediction Jay Heo Haebeom Lee Saehoon Kim Juho Lee Kwang Joon Kim Eunho Yang Sung Ju Hwang OOD 79 87 0 24 May 2018
Spatial Uncertainty Sampling for End-to-End Control Alexander Amini A. Soleimany S. Karaman Daniela Rus UQCV BDL 61 30 0 13 May 2018
Loss-Calibrated Approximate Inference in Bayesian Neural Networks Adam D. Cobb Stephen J. Roberts Y. Gal BDL UQCV 84 43 0 10 May 2018
Facade Segmentation in the Wild John C. Femiani W. Para Niloy Mitra Peter Wonka CVBM 37 24 0 09 May 2018