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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
Data Uncertainty Learning in Face Recognition Jie Chang Zhonghao Lan Changmao Cheng Yichen Wei CVBM 138 270 0 25 Mar 2020
PANDA: A Gigapixel-level Human-centric Video Dataset Xueyan Wang Xiya Zhang Yinheng Zhu Yuchen Guo Xiaoyun Yuan ... Zerun Wang Guiguang Ding D. Brady Qionghai Dai Lu Fang VGen 97 82 0 10 Mar 2020
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning Simon Vandenhende Stamatios Georgoulis Luc Van Gool 124 225 0 19 Jan 2020
Multi-Modal Attention-based Fusion Model for Semantic Segmentation of RGB-Depth Images Fahimeh Fooladgar S. Kasaei 70 28 0 25 Dec 2019
TRADI: Tracking deep neural network weight distributions for uncertainty estimation Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV 156 52 0 24 Dec 2019
A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks Angelos Filos Sebastian Farquhar Aidan Gomez Tim G. J. Rudner Zachary Kenton Lewis Smith Milad Alizadeh A. D. Kroon Y. Gal BDL AAML OOD UQCV 89 109 0 22 Dec 2019
Adversarial Representation Active Learning A. Mottaghi Serena Yeung VLM GAN 71 29 0 20 Dec 2019
Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation Bruno Artacho Andreas E. Savakis SSeg 49 50 0 06 Dec 2019
Bayesian-Deep-Learning Estimation of Earthquake Location from Single-Station Observations S. Mousavi G. Beroza BDL 26 104 0 03 Dec 2019
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation Alireza Mehrtash W. Wells C. Tempany Purang Abolmaesumi Tina Kapur OOD FedML UQCV 140 278 0 29 Nov 2019
Simulation-based reinforcement learning for real-world autonomous driving B. Osinski Adam Jakubowski Piotr Milos Pawel Ziecina Christopher Galias S. Homoceanu Henryk Michalewski 109 122 0 29 Nov 2019
Scaling Out-of-Distribution Detection for Real-World Settings Dan Hendrycks Steven Basart Mantas Mazeika Andy Zou Joe Kwon Mohammadreza Mostajabi Jacob Steinhardt Basel Alomair OODD 213 487 0 25 Nov 2019
Measuring Uncertainty through Bayesian Learning of Deep Neural Network Structure Zhijie Deng Yucen Luo Jun Zhu Bo Zhang UQCV BDL 43 2 0 22 Nov 2019
Time-Dynamic Estimates of the Reliability of Deep Semantic Segmentation Networks Kira Maag Matthias Rottmann Hanno Gottschalk 91 34 0 12 Nov 2019
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation Matt Angus Krzysztof Czarnecki Rick Salay 79 17 0 07 Nov 2019
UNO: Uncertainty-aware Noisy-Or Multimodal Fusion for Unanticipated Input Degradation Junjiao Tian W. Cheung Nathan Glaser Yen-Cheng Liu Z. Kira 66 27 0 06 Nov 2019
Fully Convolutional Networks for Chip-wise Defect Detection Employing Photoluminescence Images M. L. Stern M. Schellenberger 51 26 0 06 Oct 2019
Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods Florent Chiaroni Zhenyang Li Weitong Chen Frederic Dufaux SSL 51 15 0 03 Oct 2019
Addressing Failure Prediction by Learning Model Confidence Charles Corbière Nicolas Thome Avner Bar-Hen Matthieu Cord P. Pérez 124 292 0 01 Oct 2019
Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate Lu Mi Hao Wang Yonglong Tian Hao He Nir Shavit UQCV 62 32 0 28 Sep 2019
Gaze Estimation for Assisted Living Environments P. Dias Damiano Malafronte Henry Medeiros Francesca Odone 74 33 0 19 Sep 2019
Feature Pyramid Encoding Network for Real-time Semantic Segmentation Mengyu Liu Hujun Yin SSeg 117 76 0 18 Sep 2019
Risk-Aware Planning by Confidence Estimation using Deep Learning-Based Perception Maymoonah Toubeh Pratap Tokekar UQCV 48 4 0 13 Sep 2019
Probabilistic framework for solving Visual Dialog Badri N. Patro Anupriy Vinay P. Namboodiri BDL 141 13 0 11 Sep 2019
This is not what I imagined: Error Detection for Semantic Segmentation through Visual Dissimilarity David Haldimann Hermann Blum Roland Siegwart Cesar Cadena UQCV 50 20 0 02 Sep 2019
Improving Back-Translation with Uncertainty-based Confidence Estimation Shuo Wang Yang Liu Chao Wang Huanbo Luan Maosong Sun UQLM 103 82 0 31 Aug 2019
Uncertainty-Guided Domain Alignment for Layer Segmentation in OCT Images Jiexiang Wang Cheng Bian Meng Li Xin Yang Kai Ma Wenao Ma Jin Yuan Xinghao Ding Yefeng Zheng 20 3 0 22 Aug 2019
U-CAM: Visual Explanation using Uncertainty based Class Activation Maps Badri N. Patro Mayank Lunayach Shivansh Patel Vinay P. Namboodiri FAtt UQCV 116 76 0 17 Aug 2019
Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift Petra Bevandić Ivan Kreso Marin Orsic Sinisa Segvic 84 82 0 03 Aug 2019
Uncertainty Quantification in Computer-Aided Diagnosis: Make Your Model say "I don't know" for Ambiguous Cases M. Laves Sontje Ihler T. Ortmaier UQCV 54 18 0 02 Aug 2019
Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation Janis Postels Francesco Ferroni Huseyin Coskun Nassir Navab Federico Tombari UQCV UD PER BDL 147 140 0 01 Aug 2019
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation F. Kromp Lukas Fischer E. Bozsaky I. Ambros Wolfgang Doerr S. Taschner-Mandl P. Ambros Allan Hanbury SSeg 27 16 0 30 Jul 2019
Context Model for Pedestrian Intention Prediction using Factored Latent-Dynamic Conditional Random Fields S. Neogi Michael Hoy K. Dang Hang Yu Justin Dauwels 33 31 0 27 Jul 2019
As easy as 1, 2... 4? Uncertainty in counting tasks for medical imaging Zach Eaton-Rosen Thomas Varsavsky Sebastien Ourselin M. Jorge Cardoso UQCV 65 12 0 25 Jul 2019
Cross Attention Network for Semantic Segmentation Mengyu Liu Hujun Yin 3DPC SSeg 62 18 0 25 Jul 2019
Automated Muscle Segmentation from Clinical CT using Bayesian U-Net for Personalized Musculoskeletal Modeling Yuta Hiasa Y. Otake Masaki Takao Takeshi Ogawa Nobuhiko Sugano Yoshinobu Sato 84 113 0 21 Jul 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 97 630 0 19 Jun 2019
Pattern-Affinitive Propagation across Depth, Surface Normal and Semantic Segmentation Zhenyu Zhang Zhen Cui Chunyan Xu Yan Yan N. Sebe Jian Yang MDE 72 285 0 08 Jun 2019
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep Networks Aryan Mobiny H. Nguyen S. Moulik Naveen Garg Carol C. Wu UQCV BDL 76 163 0 07 Jun 2019
PHiSeg: Capturing Uncertainty in Medical Image Segmentation Christian F. Baumgartner K. Tezcan K. Chaitanya A. Hötker Urs J. Muehlematter K. Schawkat Anton S. Becker O. Donati E. Konukoglu UQCV 91 204 0 07 Jun 2019
Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon OOD UQCV BDL 82 302 0 04 Jun 2019
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities Simon A. A. Kohl Bernardino Romera-Paredes Klaus H. Maier-Hein Danilo Jimenez Rezende S. M. Ali Eslami Pushmeet Kohli Andrew Zisserman Olaf Ronneberger BDL 84 88 0 30 May 2019
Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT Philipp Seeböck J. Orlando T. Schlegl S. Waldstein Hrvoje Bogunović S. Klimscha Georg Langs U. Schmidt-Erfurth UQCV 130 138 0 29 May 2019
Multi-Scale Dual-Branch Fully Convolutional Network for Hand Parsing Yang Lu Xiaohui Liang Frederick W. B. Li 34 0 0 24 May 2019
Looking to Relations for Future Trajectory Forecast Chiho Choi Behzad Dariush 82 65 0 21 May 2019
Vision-based Robotic Grasping From Object Localization, Object Pose Estimation to Grasp Estimation for Parallel Grippers: A Review Guoguang Du Kai Wang Kai Wang Kaiyong Zhao 118 68 0 16 May 2019
Uncertainty-Aware Data Aggregation for Deep Imitation Learning Yuchen Cui David Isele S. Niekum K. Fujimura 198 27 0 07 May 2019
Probabilistic Face Embeddings Yichun Shi Anil K. Jain CVBM 103 310 0 21 Apr 2019
Detecting the Unexpected via Image Resynthesis Krzysztof Lis Krishna Kanth Nakka Pascal Fua Mathieu Salzmann UQCV 82 178 0 16 Apr 2019
DSNet: An Efficient CNN for Road Scene Segmentation Ping-Rong Chen Hsueh-Ming Hang S. Chan Jing-Jhih Lin SSeg 47 20 0 10 Apr 2019