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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
High throughput quantitative metallography for complex microstructures using deep learning: A case study in ultrahigh carbon steel Brian L. DeCost Bo Lei T. Francis Elizabeth A. Holm AI4CE 44 144 0 04 May 2018
Failure Prediction for Autonomous Driving Simon Hecker Dengxin Dai Luc Van Gool 95 58 0 04 May 2018
On the iterative refinement of densely connected representation levels for semantic segmentation Arantxa Casanova Guillem Cucurull M. Drozdzal Adriana Romero Yoshua Bengio SSeg 132 24 0 30 Apr 2018
Probabilistic Plant Modeling via Multi-View Image-to-Image Translation Takahiro Isokane Fumio Okura Ayaka Ide Y. Matsushita Y. Yagi 3DV 34 33 0 25 Apr 2018
Inherent Brain Segmentation Quality Control from Fully ConvNet Monte Carlo Sampling Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger UQCV 67 87 0 19 Apr 2018
Towards Safe Autonomous Driving: Capture Uncertainty in the Deep Neural Network For Lidar 3D Vehicle Detection Di Feng Lars Rosenbaum Klaus C. J. Dietmayer 3DPC UQCV 79 247 0 13 Apr 2018
A Survey on Deep Learning Methods for Robot Vision Javier Ruiz-del-Solar P. Loncomilla Naiomi Soto 63 60 0 28 Mar 2018
Indoor Scene Understanding in 2.5/3D for Autonomous Agents: A Survey Muzammal Naseer Salman H Khan Fatih Porikli 3DPC 3DV 78 101 0 09 Mar 2018
Active Learning with Partial Feedback Peiyun Hu Zachary Chase Lipton Anima Anandkumar Deva Ramanan 57 67 0 21 Feb 2018
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari SSeg 133 1,018 0 20 Feb 2018
Bayesian Uncertainty Estimation for Batch Normalized Deep Networks Mattias Teye Hossein Azizpour Kevin Smith BDL UQCV 172 241 0 18 Feb 2018
Quantifying Uncertainty in Discrete-Continuous and Skewed Data with Bayesian Deep Learning T. Vandal E. Kodra Jennifer Dy S. Ganguly R. Nemani A. Ganguly UQCV BDL 86 53 0 13 Feb 2018
Propagating Uncertainty in Multi-Stage Bayesian Convolutional Neural Networks with Application to Pulmonary Nodule Detection Onur Ozdemir Benjamin Woodward A. Berlin UQCV MedIm 68 37 0 01 Dec 2017
Deep Predictive Models for Collision Risk Assessment in Autonomous Driving Mark Strickland Georgios Fainekos H. B. Amor 100 69 0 28 Nov 2017
Cost-Effective Active Learning for Melanoma Segmentation Marc Górriz Axel Carlier Emmanuel Faure Xavier Giró-i-Nieto 72 119 0 24 Nov 2017
Regularization of Deep Neural Networks with Spectral Dropout Salman Khan Munawar Hayat Fatih Porikli 70 103 0 23 Nov 2017
Squeeze-SegNet: A new fast Deep Convolutional Neural Network for Semantic Segmentation Géraldin Nanfack Azeddine Elhassouny Rachid Oulad Haj Thami SSeg 137 23 0 15 Nov 2017
Dropout Sampling for Robust Object Detection in Open-Set Conditions Dimity Miller Lachlan Nicholson Feras Dayoub Niko Sünderhauf BDL UQCV 90 239 0 18 Oct 2017
Deep learning in remote sensing: a review Xiaoxiang Zhu D. Tuia Lichao Mou Gui-Song Xia Liangpei Zhang Feng Xu Friedrich Fraundorfer 100 1,626 0 11 Oct 2017
SeDAR - Semantic Detection and Ranging: Humans can localise without LiDAR, can robots? Oscar Alejandro Mendez Maldonado Simon Hadfield N. Pugeault Richard Bowden 70 34 0 05 Sep 2017
Stacked Deconvolutional Network for Semantic Segmentation J. Fu Qingbin Liu Yuhang Wang Hanqing Lu SSeg 71 213 0 16 Aug 2017
Learning Uncertain Convolutional Features for Accurate Saliency Detection Pingping Zhang D. Wang Huchuan Lu Hongyu Wang Baocai Yin 111 431 0 07 Aug 2017
The Devil is in the Decoder: Classification, Regression and GANs Z. Wojna V. Ferrari S. Guadarrama N. Silberman Liang-Chieh Chen Alireza Fathi J. Uijlings 69 93 0 18 Jul 2017
Adversarial Examples, Uncertainty, and Transfer Testing Robustness in Gaussian Process Hybrid Deep Networks John Bradshaw A. G. Matthews Zoubin Ghahramani BDL AAML 123 172 0 08 Jul 2017
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges Mennatullah Siam Sara Elkerdawy Martin Jägersand S. Yogamani 165 167 0 08 Jul 2017
Gaussian Processes Semantic Map Representation M. G. Jadidi Lu Gan Steven A. Parkison Jie Li Ryan Eustice 77 28 0 05 Jul 2017
Learning-based Image Enhancement for Visual Odometry in Challenging HDR Environments Ruben Gomez-Ojeda Zichao Zhang Javier González Jiménez Davide Scaramuzza 110 53 0 05 Jul 2017
Bayesian LSTMs in medicine J. Westhuizen Joan Lasenby BDL OOD 49 16 0 05 Jun 2017
Concrete Dropout Y. Gal Jiri Hron Alex Kendall BDL UQCV 214 593 0 22 May 2017
Learning 3D Object Categories by Looking Around Them David Novotny Diane Larlus Andrea Vedaldi 3DV 3DPC 76 83 0 10 May 2017
A Review on Deep Learning Techniques Applied to Semantic Segmentation Alberto Garcia-Garcia Sergio Orts Sergiu Oprea Victor Villena-Martinez Jose Garcia-Rodriguez 3DV SSeg 128 1,278 0 22 Apr 2017
Deep Reinforcement Learning framework for Autonomous Driving Ahmad El-Sallab Mohammed Abdou E. Perot S. Yogamani 107 972 0 08 Apr 2017
Deep Depth From Focus C. Hazirbas Sebastian Georg Soyer Maximilian Christian Staab Laura Leal-Taixé Daniel Cremers 3DV 96 85 0 04 Apr 2017
The Stixel world: A medium-level representation of traffic scenes Marius Cordts Timo Rehfeld Lukas Schneider D. Pfeiffer Markus Enzweiler Stefan Roth Marc Pollefeys Uwe Franke 3DV 83 43 0 02 Apr 2017
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 411 4,731 0 15 Mar 2017
Depth from Monocular Images using a Semi-Parallel Deep Neural Network (SPDNN) Hybrid Architecture S. Bazrafkan Hossein Javidnia Joseph Lemley Peter Corcoran MDE 105 16 0 10 Mar 2017
Dropout Inference in Bayesian Neural Networks with Alpha-divergences Yingzhen Li Y. Gal UQCV BDL 145 197 0 08 Mar 2017
Deep Bayesian Active Learning with Image Data Y. Gal Riashat Islam Zoubin Ghahramani BDL UQCV 87 1,741 0 08 Mar 2017
Label Refinement Network for Coarse-to-Fine Semantic Segmentation Md. Amirul Islam Shujon Naha Mrigank Rochan Neil D. B. Bruce Yang Wang SSeg 82 55 0 01 Mar 2017
Learning Multi-level Region Consistency with Dense Multi-label Networks for Semantic Segmentation T. Shen Guosheng Lin Chunhua Shen Ian Reid SSeg 58 10 0 25 Jan 2017
End-to-End Deep Reinforcement Learning for Lane Keeping Assist Ahmad El-Sallab Mohammed Abdou E. Perot S. Yogamani 72 176 0 13 Dec 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 235 1,582 0 28 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 296 2,853 0 20 Nov 2016
A Recurrent Encoder-Decoder Network for Sequential Face Alignment Xi Peng Rogerio Feris Xiaoyu Wang Dimitris N. Metaxas CVBM 240 141 0 19 Aug 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 92 1,049 0 14 Aug 2016
Play and Learn: Using Video Games to Train Computer Vision Models Alireza Shafaei James J. Little Mark Schmidt 90 108 0 05 Aug 2016
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation Petteri Teikari Marc A. Santos Charissa Poon K. Hynynen 3DV 95 48 0 08 Jun 2016
Estimating Depth from Monocular Images as Classification Using Deep Fully Convolutional Residual Networks Yuanzhouhan Cao Zifeng Wu Chunhua Shen MDE 134 407 0 08 May 2016
Exploring Context with Deep Structured models for Semantic Segmentation Guosheng Lin Chunhua Shen Anton van den Hengel Ian Reid SSeg 242 125 0 10 Mar 2016
ReSeg: A Recurrent Neural Network-based Model for Semantic Segmentation Francesco Visin Marco Ciccone Adriana Romero Kyle Kastner Kyunghyun Cho Yoshua Bengio Matteo Matteucci Aaron Courville VLM SSeg 100 251 0 22 Nov 2015