What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

15 March 2017

Alex Kendall

Papers citing "What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?"

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Title
Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification Mengyao Xie Zongbo Han Changqing Zhang Yichen Bai Qinghua Hu UQCV EDL 172 15 0 11 Apr 2023
Gradient-based Uncertainty Attribution for Explainable Bayesian Deep Learning Hanjing Wang D. Joshi Shiqiang Wang Q. Ji UQCV BDL 16 6 0 10 Apr 2023
Ambiguous Medical Image Segmentation using Diffusion Models Aimon Rahman Jeya Maria Jose Valanarasu Ilker Hacihaliloglu V. Patel MedIm DiffM 43 102 0 10 Apr 2023
Self-training with dual uncertainty for semi-supervised medical image segmentation Zhanhong Qiu Haitao Gan Mingzhi Shi Zhongwei Huang Zhi Yang 11 2 0 10 Apr 2023
Reweighted Mixup for Subpopulation Shift Zongbo Han Zhipeng Liang Fan Yang Liu Liu Lanqing Li ... P. Zhao Qinghua Hu Bing Wu Changqing Zhang Jianhua Yao 37 3 0 09 Apr 2023
Embodied Concept Learner: Self-supervised Learning of Concepts and Mapping through Instruction Following Mingyu Ding Yan Xu Zhenfang Chen David D. Cox Ping Luo J. Tenenbaum Chuang Gan LM&Ro 64 21 0 07 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 51 6 0 06 Apr 2023
A review of ensemble learning and data augmentation models for class imbalanced problems: combination, implementation and evaluation A. Khan Omkar Chaudhari Rohitash Chandra 39 167 0 06 Apr 2023
Logistic-Normal Likelihoods for Heteroscedastic Label Noise Erik Englesson Amir Mehrpanah Hossein Azizpour NoLa 34 1 0 06 Apr 2023
Learning Stability Attention in Vision-based End-to-end Driving Policies Tsun-Hsuan Wang Wei Xiao Makram Chahine Alexander Amini Ramin Hasani Daniela Rus 35 6 0 05 Apr 2023
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural Networks Michael Weiss Paolo Tonella AI4CE 21 0 0 05 Apr 2023
Uncertainty estimation in Deep Learning for Panoptic segmentation Michael J. Smith F. Ferrie OOD UQCV 40 0 0 04 Apr 2023
Uncertainty Propagation in Node Classification Zhao Xu Carolin (Haas) Lawrence Ammar Shaker Raman Siarheyeu BDL UQCV 55 2 0 03 Apr 2023
Probabilistic Prompt Learning for Dense Prediction Hyeongjun Kwon Taeyong Song Somi Jeong Jin-Hwa Kim Jinhyun Jang Kwanghoon Sohn VLM 50 18 0 03 Apr 2023
Unbiased Scene Graph Generation in Videos Sayak Nag Kyle Min Subarna Tripathi Amit K. Roy-Chowdhury 37 29 0 03 Apr 2023
MSS-PAE: Saving Autoencoder-based Outlier Detection from Unexpected Reconstruction Xu Tan Jiawei Yang Junqi Chen S. Rahardja S. Rahardja UQCV 30 1 0 03 Apr 2023
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization Mingze Yuan Yingda Xia Hexin Dong Zi Chen Jiawen Yao ... Bin Dong Jing Zhou Le Lu Ling Zhang Li Zhang OOD MedIm 24 21 0 01 Apr 2023
Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation Liyan Chen Weihan Wang Philippos Mordohai UQCV 19 27 0 31 Mar 2023
Single Image Depth Prediction Made Better: A Multivariate Gaussian Take Ce Liu Suryansh Kumar Shuhang Gu Radu Timofte Luc Van Gool MDE VLM 34 15 0 31 Mar 2023
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation Kilian Zepf Eike Petersen J. Frellsen Aasa Feragen 21 7 0 28 Mar 2023
Towards Reliable Uncertainty Quantification via Deep Ensembles in Multi-output Regression Task Sunwoong Yang K. Yee UQCV 42 5 0 28 Mar 2023
CRRS: Concentric Rectangles Regression Strategy for Multi-point Representation on Fisheye Images Xihan Wang Xi Xu Yu Gao Yi Yang Yufeng Yue M. Fu 27 0 0 26 Mar 2023
Enlarging Instance-specific and Class-specific Information for Open-set Action Recognition Jun Cen Shiwei Zhang Xiang Wang Yixuan Pei Zhiwu Qing Yingya Zhang Qifeng Chen 44 3 0 25 Mar 2023
SCADE: NeRFs from Space Carving with Ambiguity-Aware Depth Estimates Mikaela Angelina Uy Ricardo Martín Brualla Leonidas J. Guibas Ke Li 30 35 0 23 Mar 2023
Laplacian Segmentation Networks: Improved Epistemic Uncertainty from Spatial Aleatoric Uncertainty Kilian Zepf Selma Wanna M. Miani Juston Moore J. Frellsen Søren Hauberg Aasa Feragen Frederik Warburg UQCV 32 4 0 23 Mar 2023
Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation Wenbo Hu Xin Sun Qiang liu Wenbo Hu Shu Wu 47 0 0 23 Mar 2023
Learning a Depth Covariance Function Eric Dexheimer Andrew J. Davison MDE 26 14 0 21 Mar 2023
The Treasure Beneath Multiple Annotations: An Uncertainty-aware Edge Detector Caixia Zhou Yaping Huang Mengyang Pu Q. Guan Li Huang Haibin Ling UQCV 24 33 0 21 Mar 2023
Uncertainty-aware deep learning for digital twin-driven monitoring: Application to fault detection in power lines L. Das B. Gjorgiev G. Sansavini AI4CE 49 2 0 20 Mar 2023
Ref-NeuS: Ambiguity-Reduced Neural Implicit Surface Learning for Multi-View Reconstruction with Reflection Wenhang Ge T. Hu Haoyu Zhao Shu Liu Yingke Chen 62 56 0 20 Mar 2023
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs Junkai Zhang Weitong Zhang Quanquan Gu 33 3 0 17 Mar 2023
DUDES: Deep Uncertainty Distillation using Ensembles for Semantic Segmentation S. Landgraf Kira Wursthorn Markus Hillemann Markus Ulrich UQCV 22 10 0 17 Mar 2023
Reliable Multimodality Eye Disease Screening via Mixture of Student's t Distributions K. Zou Tian Lin Xuedong Yuan Haoyu Chen Xiaojing Shen Meng Wang Huazhu Fu 35 3 0 17 Mar 2023
Unsupervised Self-Driving Attention Prediction via Uncertainty Mining and Knowledge Embedding Pengfei Zhu Mengshi Qi Xia Li Weijian Li Huadong Ma 23 6 0 17 Mar 2023
Confidence-aware 3D Gaze Estimation and Evaluation Metric Qiaojie Zheng Jiucai Zhang 29 0 0 17 Mar 2023
InCrowdFormer: On-Ground Pedestrian World Model From Egocentric Views Mai Nishimura S. Nobuhara Ko Nishino EgoV ViT 45 0 0 16 Mar 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models Guoxuan Xia C. Bouganis UQCV 57 12 0 14 Mar 2023
Robust Fusion for Bayesian Semantic Mapping David Morilla-Cabello Lorenzo Mur-Labadia Ruben Martinez-Cantin Eduardo Montijano 49 11 0 14 Mar 2023
Just Flip: Flipped Observation Generation and Optimization for Neural Radiance Fields to Cover Unobserved View Minjae Lee Kyeongsu Kang Hyeonwoo Yu 64 3 0 11 Mar 2023
Communication-Critical Planning via Multi-Agent Trajectory Exchange Nathan Glaser Z. Kira 38 2 0 10 Mar 2023
Uncertainty quantification in neural network classifiers -- a local linear approach Magnus Malmström Isaac Skog Daniel Axehill Fredrik K. Gustafsson UQCV 28 1 0 10 Mar 2023
Reliability-Adaptive Consistency Regularization for Weakly-Supervised Point Cloud Segmentation Zhonghua Wu Yicheng Wu Guosheng Lin Jianfei Cai 3DPC 37 10 0 09 Mar 2023
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI Scans Jiayi Zhu Bart Bolsterlee Brian V. Y. Chow Yang Song Erik H. W. Meijering 42 3 0 09 Mar 2023
FastFill: Efficient Compatible Model Update Florian Jaeckle Fartash Faghri Ali Farhadi Oncel Tuzel Hadi Pouransari 44 3 0 08 Mar 2023
System Theoretic View on Uncertainties Roman Gansch Ahmad Adee 39 16 0 07 Mar 2023
Deep Learning for Inertial Positioning: A Survey Changhao Chen Xianfei Pan 24 49 0 07 Mar 2023
Refining 3D Human Texture Estimation from a Single Image Said Fahri Altindis A. Meriç Yusuf Dalva U. Güdükbay Aysegül Dündar 3DH 32 3 0 06 Mar 2023
Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis Raghav Mehta Changjian Shui Tal Arbel 26 12 0 06 Mar 2023
Rethinking Confidence Calibration for Failure Prediction Fei Zhu Zhen Cheng Xu-Yao Zhang Cheng-Lin Liu UQCV 22 39 0 06 Mar 2023
Deep-Learning-based Counting Methods, Datasets, and Applications in Agriculture -- A Review Guy Farjon Huijun Liu Y. Edan 23 44 0 05 Mar 2023