Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics

19 May 2017

Alex Kendall

Papers citing "Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics"

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Title
Deep Learning for Predictive Business Process Monitoring: Review and Benchmark Efrén Rama-Maneiro J. Vidal Manuel Lama 11 74 0 24 Sep 2020
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the Wild A. Sengupta Ignas Budvytis R. Cipolla 3DH 24 104 0 21 Sep 2020
Renovating Parsing R-CNN for Accurate Multiple Human Parsing Lu Yang Q. Song Zhihui Wang Mengjie Hu Chun Liu Xueshi Xin Wenhe Jia Songcen Xu 14 59 0 20 Sep 2020
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data Jonathan Pilault Amine Elhattami C. Pal CLL MoE 30 89 0 19 Sep 2020
An Interpretable and Uncertainty Aware Multi-Task Framework for Multi-Aspect Sentiment Analysis Tian Shi Ping Wang Chandan K. Reddy 9 0 0 18 Sep 2020
Perceiving Traffic from Aerial Images George Adaimi S. Kreiss Alexandre Alahi ObjD 16 7 0 16 Sep 2020
Hierarchical brain parcellation with uncertainty M. Graham Carole H. Sudre Thomas Varsavsky Petru-Daniel Tudosiu P. Nachev Sebastien Ourselin M. Jorge Cardoso UQCV 10 6 0 16 Sep 2020
ARM: A Confidence-Based Adversarial Reweighting Module for Coarse Semantic Segmentation Jingchao Liu Ye Du Zehua Fu Qingjie Liu Yunhong Wang 28 2 0 11 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 53 609 0 10 Sep 2020
Joint Pose and Shape Estimation of Vehicles from LiDAR Data Hunter Goforth Xiaoyan Hu Michael Happold Simon Lucey 3DPC 24 5 0 08 Sep 2020
Multi-Loss Weighting with Coefficient of Variations R. Groenendijk Sezer Karaoglu Theo Gevers Thomas Mensink 8 54 0 03 Sep 2020
A Survey on Negative Transfer Wen Zhang Lingfei Deng Lei Zhang Dongrui Wu AAML 27 208 0 02 Sep 2020
Perceiving Humans: from Monocular 3D Localization to Social Distancing Lorenzo Bertoni S. Kreiss Alexandre Alahi 33 30 0 01 Sep 2020
Deep Probabilistic Feature-metric Tracking Binbin Xu Andrew J. Davison Stefan Leutenegger 3DV 20 14 0 31 Aug 2020
HydaLearn: Highly Dynamic Task Weighting for Multi-task Learning with Auxiliary Tasks Sam Verboven M. H. Chaudhary Jeroen Berrevoets Wouter Verbeke 4 6 0 26 Aug 2020
Certainty Pooling for Multiple Instance Learning J. Gildenblat Ido Ben-Shaul Z. Lapp Eldad Klaiman 13 4 0 24 Aug 2020
Automated Search for Resource-Efficient Branched Multi-Task Networks David Brüggemann Menelaos Kanakis Stamatios Georgoulis Luc Van Gool 15 65 0 24 Aug 2020
Multiple Classification with Split Learning Jongwon Kim Sungho Shin Yeonguk Yu Junseok Lee Kyoobin Lee FedML 23 12 0 22 Aug 2020
Learning to Abstract and Predict Human Actions Romero Morais Vuong Le T. Tran Svetha Venkatesh AI4CE 17 6 0 20 Aug 2020
Review Regularized Neural Collaborative Filtering Zhimeng Pan Wenzheng Tao Qingyao Ai 6 0 0 20 Aug 2020
Depth Completion with RGB Prior Yuri Feldman Yoel Shapiro Dotan Di Castro 3DV MDE 28 2 0 18 Aug 2020
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis Zhipeng Bao Yu-xiong Wang M. Hebert 20 11 0 16 Aug 2020
Automated Detection of Congenital Heart Disease in Fetal Ultrasound Screening Jeremy Tan Anselm Au Qingjie Meng Sandy FinesilverSmith J. Simpson Daniel Rueckert Reza Razavi Thomas Day D. Lloyd Bernhard Kainz 15 12 0 16 Aug 2020
Orthogonalized SGD and Nested Architectures for Anytime Neural Networks Chengcheng Wan H. Hoffmann Shan Lu Michael Maire OOD 45 11 0 15 Aug 2020
Small Towers Make Big Differences Yuyan Wang Zhe Zhao Bo Dai Christopher Fifty Dong Lin Lichan Hong Ed H. Chi 8 10 0 13 Aug 2020
TextureWGAN: Texture Preserving WGAN with MLE Regularizer for Inverse Problems Masaki Ikuta Jun Zhang GAN 21 3 0 11 Aug 2020
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving V. Kumar Marvin Klingner S. Yogamani Stefan Milz Tim Fingscheidt Patrick Mäder MDE 21 81 0 10 Aug 2020
Confidence-guided Lesion Mask-based Simultaneous Synthesis of Anatomic and Molecular MR Images in Patients with Post-treatment Malignant Gliomas Pengfei Guo Puyang Wang R. Yasarla Jinyuan Zhou Vishal M. Patel Shanshan Jiang MedIm 24 1 0 06 Aug 2020
TPG-DNN: A Method for User Intent Prediction Based on Total Probability Formula and GRU Loss with Multi-task Learning Jingxing Jiang Zhubin Wang Fei Fang Binqiang Zhao 20 1 0 05 Aug 2020
Learning Boost by Exploiting the Auxiliary Task in Multi-task Domain Jonghwa Yim Sang Hwan Kim 21 2 0 05 Aug 2020
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve Generalization Mara Graziani Sebastian Otalora Stephane Marchand-Maillet Henning Muller Vincent Andrearczyk AAML MedIm 32 0 0 04 Aug 2020
Joint Object Contour Points and Semantics for Instance Segmentation Wenchao Zhang Chong Fu Mai Zhu 3DPC ISeg 25 5 0 02 Aug 2020
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation N. Homayounfar Yuwen Xiong Justin Liang Wei-Chiu Ma R. Urtasun 3DPC 41 24 0 30 Jul 2020
ECNU-SenseMaker at SemEval-2020 Task 4: Leveraging Heterogeneous Knowledge Resources for Commonsense Validation and Explanation Qiang Zhao Siyu Tao Jie Zhou Linlin Wang Xin Lin Liang He 37 8 0 28 Jul 2020
Reparameterizing Convolutions for Incremental Multi-Task Learning without Task Interference Menelaos Kanakis David Brüggemann Suman Saha Stamatios Georgoulis Anton Obukhov Luc Van Gool CLL 30 72 0 24 Jul 2020
Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos Anurag Arnab Chen Sun Arsha Nagrani Cordelia Schmid 25 24 0 21 Jul 2020
Regularizing Deep Networks with Semantic Data Augmentation Yulin Wang Gao Huang Shiji Song Xuran Pan Yitong Xia Cheng Wu 19 155 0 21 Jul 2020
Navigating the Trade-Off between Multi-Task Learning and Learning to Multitask in Deep Neural Networks S. S. Ravi Sebastian Musslick Maia Hamin Theodore L. Willke Jonathan Cohen 13 4 0 20 Jul 2020
Boundary-preserving Mask R-CNN Tianheng Cheng Xinggang Wang Lichao Huang Wenyu Liu ISeg 39 204 0 17 Jul 2020
Partially Supervised Multi-Task Network for Single-View Dietary Assessment Ya Lu Thomai Stathopoulou Stavroula Mougiakakou 14 14 0 15 Jul 2020
Unsupervised Spatio-temporal Latent Feature Clustering for Multiple-object Tracking and Segmentation Abubakar Siddique Reza Jalil Mozhdehi Henry Medeiros DRL 28 4 0 14 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 318 0 14 Jul 2020
Knowledge Distillation for Multi-task Learning Weihong Li Hakan Bilen MoMe 13 71 0 14 Jul 2020
It Is Likely That Your Loss Should be a Likelihood Mark Hamilton Evan Shelhamer William T. Freeman UQCV 32 5 0 12 Jul 2020
Auxiliary Tasks Speed Up Learning PointGoal Navigation Joel Ye Dhruv Batra Erik Wijmans Abhishek Das 3DPC EgoV 17 79 0 09 Jul 2020
A Brief Review of Deep Multi-task Learning and Auxiliary Task Learning Partoo Vafaeikia Khashayar Namdar Farzad Khalvati MoMe 8 44 0 02 Jul 2020
Multi-Task Variational Information Bottleneck Weizhu Qian Bowei Chen Yichao Zhang Guanghui Wen Franck Gechter 23 11 0 01 Jul 2020
Efficient Continuous Pareto Exploration in Multi-Task Learning Pingchuan Ma Tao Du Wojciech Matusik 18 86 0 29 Jun 2020
Vehicle Attribute Recognition by Appearance: Computer Vision Methods for Vehicle Type, Make and Model Classification Xingyang Ni H. Huttunen CVBM 19 20 0 29 Jun 2020
MTAdam: Automatic Balancing of Multiple Training Loss Terms Itzik Malkiel Lior Wolf ODL 14 22 0 25 Jun 2020