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
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Ahmed Abbas Paul Swoboda 27 14 0 06 Jun 2021
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning Yuyan Wang Xuezhi Wang Alex Beutel Flavien Prost Jilin Chen Ed H. Chi FaML 27 47 0 04 Jun 2021
Event Classification with Multi-step Machine Learning M. Saito T. Kishimoto Yuya Kaneta Taichi Itoh Yoshiaki Umeda J. Tanaka Y. Iiyama R. Sawada K. Terashi 19 1 0 04 Jun 2021
Empirical Study of Multi-Task Hourglass Model for Semantic Segmentation Task Darwin Saire Adín Ramirez Rivera 28 5 0 28 May 2021
Permutation invariance and uncertainty in multitemporal image super-resolution D. Valsesia E. Magli OOD SupR 6 35 0 26 May 2021
Puck localization and multi-task event recognition in broadcast hockey videos Kanav Vats M. Fani David A Clausi John S. Zelek 15 12 0 21 May 2021
Intra-Model Collaborative Learning of Neural Networks Shijie Fang Tong Lin 19 2 0 20 May 2021
ASM2TV: An Adaptive Semi-Supervised Multi-Task Multi-View Learning Framework for Human Activity Recognition Zekai Chen Xiao Zhang Haochao Ying 38 11 0 18 May 2021
MUSER: MUltimodal Stress Detection using Emotion Recognition as an Auxiliary Task Yiqun Yao Michalis Papakostas Mihai Burzo M. Abouelenien Rada Mihalcea 34 16 0 17 May 2021
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation Suman Saha Anton Obukhov D. Paudel Menelaos Kanakis Yuhua Chen Stamatios Georgoulis Luc Van Gool OOD 39 55 0 17 May 2021
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation Mahdi Pourmirzaei G. Montazer Farzaneh Esmaili CVBM 29 26 0 13 May 2021
Return-based Scaling: Yet Another Normalisation Trick for Deep RL Tom Schaul Georg Ostrovski Iurii Kemaev Diana Borsa 15 19 0 11 May 2021
Home Action Genome: Cooperative Compositional Action Understanding Nishant Rai Haofeng Chen Jingwei Ji Rishi Desai Kazuki Kozuka Shun Ishizaka Ehsan Adeli Juan Carlos Niebles 29 73 0 11 May 2021
HyperHyperNetworks for the Design of Antenna Arrays Shahar Lutati Lior Wolf 24 3 0 09 May 2021
SpeechNet: A Universal Modularized Model for Speech Processing Tasks Yi-Chen Chen Po-Han Chi Shu-Wen Yang Kai-Wei Chang Jheng-hao Lin Sung-Feng Huang Da-Rong Liu Chi-Liang Liu Cheng-Kuang Lee Hung-yi Lee MoE 29 17 0 07 May 2021
Joint Registration and Segmentation via Multi-Task Learning for Adaptive Radiotherapy of Prostate Cancer M. Elmahdy Laurens Beljaards Sahar Yousefi Hessam Sokooti F. Verbeek U. A. van der Heide Marius Staring 29 20 0 05 May 2021
JAS-GAN: Generative Adversarial Network Based Joint Atrium and Scar Segmentations on Unbalanced Atrial Targets Jun Chen Guang Yang H. Khan Heye Zhang Yanping Zhang Shu Zhao R. Mohiaddin T. Wong D. Firmin J. Keegan GAN MedIm 22 52 0 01 May 2021
Center Prediction Loss for Re-identification L. Yang Yunlong Wang Lingqiao Liu Peng Wang Lu Chi Zehuan Yuan Changhu Wang Yanning Zhang VLM 27 5 0 30 Apr 2021
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential Equations Pongpisit Thanasutives M. Numao Ken-ichi Fukui AI4CE 30 24 0 29 Apr 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
A First Look: Towards Explainable TextVQA Models via Visual and Textual Explanations Varun Nagaraj Rao Xingjian Zhen K. Hovsepian Mingwei Shen 37 18 0 29 Apr 2021
Exploring Relational Context for Multi-Task Dense Prediction David Brüggemann Menelaos Kanakis Anton Obukhov Stamatios Georgoulis Luc Van Gool 46 74 0 28 Apr 2021
Uncertainty-Aware Boosted Ensembling in Multi-Modal Settings U. Sarawgi Rishab Khincha W. Zulfikar Satrajit S. Ghosh Pattie Maes UQCV 25 7 0 21 Apr 2021
FIERY: Future Instance Prediction in Bird's-Eye View from Surround Monocular Cameras Anthony Hu Zak Murez Nikhil C. Mohan Sofía Dudas Jeffrey Hawke Vijay Badrinarayanan R. Cipolla Alex Kendall 142 254 0 21 Apr 2021
MagicPai at SemEval-2021 Task 7: Method for Detecting and Rating Humor Based on Multi-Task Adversarial Training Jian Ma Shu-Yi Xie Haiqing Yang Lian-Xin Jiang Mengyuan Zhou Xiaoyi Ruan Yang Mo 11 2 0 21 Apr 2021
A Multi-Task Deep Learning Framework for Building Footprint Segmentation Burak Ekim Elif Sertel 23 2 0 19 Apr 2021
Multi-person Implicit Reconstruction from a Single Image A. Mustafa Akin Caliskan Lourdes Agapito A. Hilton 3DH 24 16 0 19 Apr 2021
Self-Paced Uncertainty Estimation for One-shot Person Re-Identification Yulin Zhang Bo Ma Longyao Liu Xin Yi 30 2 0 19 Apr 2021
Style-Aware Normalized Loss for Improving Arbitrary Style Transfer Jiaxin Cheng Ayush Jaiswal Yue Wu P. Natarajan Premkumar Natarajan 96 44 0 18 Apr 2021
Objective-Dependent Uncertainty Driven Retinal Vessel Segmentation Suraj Mishra Danny Chen Sharon Hu 32 6 0 17 Apr 2021
Adaptive Intermediate Representations for Video Understanding Juhana Kangaspunta A. Piergiovanni Rico Jonschkowski Michael S. Ryoo A. Angelova 26 3 0 14 Apr 2021
Machine-learned 3D Building Vectorization from Satellite Imagery Yi Wang Stefano Zorzi K. Bittner 3DPC 19 25 0 13 Apr 2021
Improving Online Performance Prediction for Semantic Segmentation Marvin Klingner Andreas Bär Marcel A. Mross Tim Fingscheidt 38 4 0 12 Apr 2021
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras Varun Ravi Kumar Marvin Klingner S. Yogamani Markus Bach Stefan Milz Tim Fingscheidt Patrick Mäder MDE 55 37 0 09 Apr 2021
Panoptic Segmentation Forecasting Colin Graber Grace Tsai Michael Firman Gabriel J. Brostow Alex Schwing 41 12 0 08 Apr 2021
Geometry-based Distance Decomposition for Monocular 3D Object Detection Xuepeng Shi Qianru Ye Xiaozhi Chen Chuangrong Chen Zhixiang Chen Tae-Kyun Kim 22 135 0 08 Apr 2021
SiT: Self-supervised vIsion Transformer Sara Atito Ali Ahmed Muhammad Awais J. Kittler ViT 39 139 0 08 Apr 2021
SOLD2: Self-supervised Occlusion-aware Line Description and Detection Rémi Pautrat Juan-Ting Lin Viktor Larsson Martin R. Oswald Marc Pollefeys 37 80 0 07 Apr 2021
Uncertainty-aware Joint Salient Object and Camouflaged Object Detection Aixuan Li Jing Zhang Yun-Qiu Lv Bowen Liu Tong Zhang Yuchao Dai 17 210 0 06 Apr 2021
Objects are Different: Flexible Monocular 3D Object Detection Yunpeng Zhang Jiwen Lu Jie Zhou 3DPC 33 255 0 06 Apr 2021
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks Endri Kacupaj Joan Plepi Kuldeep Singh Harsh Thakkar Jens Lehmann M. Maleshkova LMTD GNN 41 53 0 04 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 46 130 0 01 Apr 2021
Dynamically Modelling Heterogeneous Higher-Order Interactions for Malicious Behavior Detection in Event Logs Corentin Larroche J. Mazel Stéphan Clémençon 19 2 0 29 Mar 2021
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus Shift Emanuela Haller Elena Burceanu Marius Leordeanu SSL 27 2 0 26 Mar 2021
Universal Representation Learning from Multiple Domains for Few-shot Classification Weihong Li Xialei Liu Hakan Bilen SSL OOD VLM 30 84 0 25 Mar 2021
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression Wanhua Li Xiaoke Huang Jiwen Lu Jianjiang Feng Jie Zhou UQCV 34 62 0 25 Mar 2021
Scalable Pareto Front Approximation for Deep Multi-Objective Learning Michael Ruchte Josif Grabocka 32 58 0 24 Mar 2021
Multimodal Motion Prediction with Stacked Transformers Yicheng Liu Jinghuai Zhang Liangji Fang Qinhong Jiang Bolei Zhou 30 348 0 22 Mar 2021
Stereo CenterNet based 3D Object Detection for Autonomous Driving Yuguang Shi Yu Guo Zhenqiang Mi Xinjie Li 3DPC 30 43 0 20 Mar 2021
Spectral Reconstruction and Disparity from Spatio-Spectrally Coded Light Fields via Multi-Task Deep Learning Maximilian Schambach Jiayang Shi M. Heizmann 19 1 0 18 Mar 2021