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"

50 / 1,300 papers shown

Title
Soft Sensing Transformer: Hundreds of Sensors are Worth a Single Word Chao Zhang Jaswanth K. Yella Yu Huang Xiaoye Qian Sergei Petrov A. Rzhetsky Sthitie Bom 29 14 0 10 Nov 2021
Multi-Task Neural Processes Jiayi Shen Xiantong Zhen M. Worring Ling Shao BDL 24 8 0 10 Nov 2021
Variational Multi-Task Learning with Gumbel-Softmax Priors Jiayi Shen Xiantong Zhen M. Worring Ling Shao 18 27 0 09 Nov 2021
HHP-Net: A light Heteroscedastic neural network for Head Pose estimation with uncertainty Giorgio Cantarini Federico Figari Tomenotti Nicoletta Noceti Francesca Odone 3DH 19 12 0 02 Nov 2021
Solving Partial Differential Equations with Point Source Based on Physics-Informed Neural Networks Xiang Huang Hongsheng Liu Beiji Shi Zidong Wang Kan Yang ... Jing Zhou Fan Yu Bei Hua Lei Chen Bin Dong 19 20 0 02 Nov 2021
Skeleton-Based Mutually Assisted Interacted Object Localization and Human Action Recognition Liang Xu Cuiling Lan Wenjun Zeng Cewu Lu 16 24 0 28 Oct 2021
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters Sai Shyam Chanduri Zeeshan Khan Suri Igor Vozniak Christian Müller MDE 34 12 0 27 Oct 2021
Conflict-Averse Gradient Descent for Multi-task Learning Bo Liu Xingchao Liu Xiaojie Jin Peter Stone Qiang Liu 47 298 0 26 Oct 2021
Collaborative Uncertainty in Multi-Agent Trajectory Forecasting Bohan Tang Yiqi Zhong Ulrich Neumann G. Wang Ya Zhang Siheng Chen 13 24 0 26 Oct 2021
Multi-Faceted Hierarchical Multi-Task Learning for a Large Number of Tasks with Multi-dimensional Relations Junning Liu Zijie Xia Yu Lei Xinjian Li Xu Wang 23 2 0 26 Oct 2021
Simultaneous Perturbation Method for Multi-Task Weight Optimization in One-Shot Meta-Learning Andrei Boiarov K. Khabarlak Igor Yastrebov 44 0 0 25 Oct 2021
AutoMTL: A Programming Framework for Automating Efficient Multi-Task Learning Lijun Zhang Xiao Liu Hui Guan 25 21 0 25 Oct 2021
MOS: A Low Latency and Lightweight Framework for Face Detection, Landmark Localization, and Head Pose Estimation Yepeng Liu Zaiwang Gu Shenghua Gao Dong Wang Yu Zeng Jun Cheng CVBM 29 3 0 21 Oct 2021
Cascaded Cross MLP-Mixer GANs for Cross-View Image Translation Bin Ren Hao Tang N. Sebe 35 30 0 19 Oct 2021
Domain Generalization through Audio-Visual Relative Norm Alignment in First Person Action Recognition M. Planamente Chiara Plizzari Emanuele Alberti Barbara Caputo EgoV 22 33 0 19 Oct 2021
Multi-Objective Loss Balancing for Physics-Informed Deep Learning Rafael Bischof M. Kraus PINN AI4CE 35 93 0 19 Oct 2021
Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient Distillation Sumanth Chennupati Mohammad Mahdi Kamani Zhongwei Cheng Lin Chen 35 4 0 19 Oct 2021
Self-Supervised Monocular Depth Estimation with Internal Feature Fusion Hang Zhou David Greenwood Sarah Taylor SSL MDE 19 110 0 18 Oct 2021
Speech Representation Learning Through Self-supervised Pretraining And Multi-task Finetuning Yi-Chen Chen Shu-Wen Yang Cheng-Kuang Lee Simon See Hung-yi Lee SSL 19 12 0 18 Oct 2021
Uncertainty-Aware Semi-Supervised Few Shot Segmentation Soopil Kim Philip Chikontwe Sang Hyun Park 21 14 0 18 Oct 2021
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set Mao Ye Qiang Liu 29 9 0 17 Oct 2021
Semi-supervised Multi-task Learning for Semantics and Depth Yufeng Wang Yi-Hsuan Tsai Wei-Chih Hung Wenrui Ding Shuo Liu Ming-Hsuan Yang 33 18 0 14 Oct 2021
Dense Uncertainty Estimation Jing Zhang Yuchao Dai Mochu Xiang Deng-Ping Fan Peyman Moghadam Mingyi He Christian J. Walder Kaihao Zhang Mehrtash Harandi Nick Barnes UQCV BDL 58 11 0 13 Oct 2021
Balancing Average and Worst-case Accuracy in Multitask Learning Paul Michel Sebastian Ruder Dani Yogatama 21 11 0 12 Oct 2021
Learning Temporally-Consistent Representations for Data-Efficient Reinforcement Learning Trevor A. McInroe Lukas Schafer Stefano V. Albrecht OffRL 31 8 0 11 Oct 2021
Self-Evolutionary Optimization for Pareto Front Learning Simyung Chang Kiyoon Yoo Jiho Jang Nojun Kwak 44 3 0 07 Oct 2021
Learning Multi-Objective Curricula for Robotic Policy Learning Jikun Kang Miao Liu Abhinav Gupta C. Pal Xue Liu Jie Fu 42 4 0 06 Oct 2021
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods Victor Schmidt A. Luccioni Mélisande Teng Tianyu Zhang Alexia Reynaud ... Gautier Cosne Adrien Juraver V. Vardanyan Alex Hernandez-Garcia Yoshua Bengio GAN AI4CE 28 18 0 06 Oct 2021
See Yourself in Others: Attending Multiple Tasks for Own Failure Detection Bo Sun Jiaxu Xing Hermann Blum Roland Siegwart Cesar Cadena 41 12 0 06 Oct 2021
Fast Line Search for Multi-Task Learning A. Filatov D. Merkulov 24 0 0 02 Oct 2021
A Step Towards Efficient Evaluation of Complex Perception Tasks in Simulation Jonathan Sadeghi Blaine Rogers James Gunn Thomas Saunders Sina Samangooei P. Dokania John Redford 41 8 0 28 Sep 2021
Improved optimization strategies for deep Multi-Task Networks Lucas Pascal Pietro Michiardi Xavier Bost B. Huet Maria A. Zuluaga 40 6 0 21 Sep 2021
Sequential Joint Shape and Pose Estimation of Vehicles with Application to Automatic Amodal Segmentation Labeling Josephine Monica Wei-Lun Chao M. Campbell 6 1 0 20 Sep 2021
Multi-Task Learning in Natural Language Processing: An Overview Shijie Chen Yu Zhang Qiang Yang AIMat 46 99 0 19 Sep 2021
Adaptive Hierarchical Dual Consistency for Semi-Supervised Left Atrium Segmentation on Cross-Domain Data Jun Chen Heye Zhang R. Mohiaddin Tom Wong D. Firmin J. Keegan Guang Yang 52 36 0 17 Sep 2021
SLAW: Scaled Loss Approximate Weighting for Efficient Multi-Task Learning M. Crawshaw Jana Kosecka 29 7 0 16 Sep 2021
SPIN Road Mapper: Extracting Roads from Aerial Images via Spatial and Interaction Space Graph Reasoning for Autonomous Driving W. G. C. Bandara Jeya Maria Jose Valanarasu Vishal M. Patel 10 32 0 16 Sep 2021
A Conditional Generative Matching Model for Multi-lingual Reply Suggestion Budhaditya Deb Guoqing Zheng Milad Shokouhi Ahmed Hassan Awadallah 36 1 0 15 Sep 2021
CropDefender: deep watermark which is more convenient to train and more robust against cropping Jiayuan Ding Yuchen Cao Changhao Shi 17 0 0 12 Sep 2021
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 224 239 1 10 Sep 2021
Rendezvous: Attention Mechanisms for the Recognition of Surgical Action Triplets in Endoscopic Videos C. Nwoye Tong Yu Cristians Gonzalez B. Seeliger Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 39 129 0 07 Sep 2021
IEEE BigData 2021 Cup: Soft Sensing at Scale Sergei Petrov Chao Zhang Jaswanth K. Yella Yu Huang Xiaoye Qian Sthitie Bom 19 4 0 07 Sep 2021
A Decoupled Uncertainty Model for MRI Segmentation Quality Estimation Richard Shaw Carole H. Sudre Sebastien Ourselin M. Jorge Cardoso H. Pemberton UQCV 27 5 0 06 Sep 2021
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model Linhao Luo Yixiang Fang Xin Cao Xiaofeng Zhang Wenjie Zhang GNN 27 55 0 05 Sep 2021
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation Liyan Xu Xuchao Zhang Xujiang Zhao Haifeng Chen F. Chen Jinho Choi 28 14 0 01 Sep 2021
MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification Firoj Alam Tanvirul Alam Md. Arid Hasan A. Hasnat Muhammad Imran Ferda Ofli VLM 30 51 0 29 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 2021
Multi-task learning from fixed-wing UAV images for 2D/3D city modeling M. R. Bayanlou M. Khoshboresh-Masouleh 9 6 0 25 Aug 2021
Deep few-shot learning for bi-temporal building change detection M. Khoshboresh-Masouleh R. Shah-Hosseini 22 4 0 25 Aug 2021
Outdoor Position Recovery from HeterogeneousTelco Cellular Data Yige Zhang Weixiong Rao Kun Zhang Lei Chen 13 3 0 24 Aug 2021