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 / 1,293 papers shown

Title
AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning Han Guo Ramakanth Pasunuru Mohit Bansal 14 47 0 08 Apr 2019
Branched Multi-Task Networks: Deciding What Layers To Share Simon Vandenhende Stamatios Georgoulis Bert De Brabandere Luc Van Gool 12 145 0 05 Apr 2019
Libra R-CNN: Towards Balanced Learning for Object Detection Jiangmiao Pang Kai-xiang Chen Jianping Shi H. Feng Wanli Ouyang Dahua Lin ObjD 14 1,286 0 04 Apr 2019
CubiCasa5K: A Dataset and an Improved Multi-Task Model for Floorplan Image Analysis Ahti Kalervo Juha Ylioinas Markus Häikiö Antti Karhu Juho Kannala 3DV 17 95 0 03 Apr 2019
DADA: Depth-aware Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 3DV 11 190 0 03 Apr 2019
Graph Convolution for Multimodal Information Extraction from Visually Rich Documents Xiaojing Liu Feiyu Gao Qiong Zhang Huasha Zhao 20 181 0 27 Mar 2019
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach Amir Atapour-Abarghouei T. Breckon MDE 17 34 0 26 Mar 2019
A Principled Approach for Learning Task Similarity in Multitask Learning Changjian Shui Mahdieh Abbasi Louis-Émile Robitaille Boyu Wang Christian Gagné 16 56 0 21 Mar 2019
SceneCode: Monocular Dense Semantic Reconstruction using Learned Encoded Scene Representations Shuaifeng Zhi Michael Bloesch Stefan Leutenegger Andrew J. Davison 3DV 26 76 0 15 Mar 2019
An End-to-End Network for Panoptic Segmentation Huanyu Liu Chao Peng Changqian Yu Jingbo Wang Xuantong Liu Gang Yu Wei Jiang ISeg 16 148 0 12 Mar 2019
Mix and match networks: cross-modal alignment for zero-pair image-to-image translation Yaxing Wang Luis Herranz Joost van de Weijer 11 4 0 08 Mar 2019
EdgeStereo: An Effective Multi-Task Learning Network for Stereo Matching and Edge Detection Xiao-yang Song Xu Zhao Liangji Fang Hanwen Hu 11 166 0 05 Mar 2019
Visual-based Autonomous Driving Deployment from a Stochastic and Uncertainty-aware Perspective L. Tai Peng Yun Yuying Chen Congcong Liu Haoyang Ye Ming-Yu Liu 14 0 0 03 Mar 2019
Stereo R-CNN based 3D Object Detection for Autonomous Driving Peiliang Li Xiaozhi Chen Shaojie Shen 3DPC 6 514 0 26 Feb 2019
The MBPEP: a deep ensemble pruning algorithm providing high quality uncertainty prediction Ruihan Hu Qijun Huang Sheng Chang Hao Wang Jin He UQCV 6 32 0 25 Feb 2019
DeeperLab: Single-Shot Image Parser Tien-Ju Yang Maxwell D. Collins Yukun Zhu Jyh-Jing Hwang Ting Liu Xiao Zhang Vivienne Sze George Papandreou Liang-Chieh Chen SSeg VLM 26 189 0 13 Feb 2019
NeurAll: Towards a Unified Visual Perception Model for Automated Driving Ganesh Sistu Isabelle Leang Sumanth Chennupati S. Yogamani Ciarán Hughes Stefan Milz S. Rawashdeh 20 26 0 10 Feb 2019
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition Zizhao Zhang Adriana Romero Matthew Muckley Pascal Vincent Lin Yang M. Drozdzal 6 110 0 08 Feb 2019
Attention in Natural Language Processing Andrea Galassi Marco Lippi Paolo Torroni GNN 20 467 0 04 Feb 2019
Instance Segmentation as Image Segmentation Annotation Thomio Watanabe D. Wolf SSeg 16 5 0 01 Feb 2019
Exploring Uncertainty in Conditional Multi-Modal Retrieval Systems Ahmed Taha Yi-Ting Chen Xitong Yang Teruhisa Misu L. Davis UQCV 12 9 0 23 Jan 2019
Striking the Right Balance with Uncertainty Salman Khan Munawar Hayat Waqas Zamir Jianbing Shen Ling Shao 15 174 0 22 Jan 2019
AuxNet: Auxiliary tasks enhanced Semantic Segmentation for Automated Driving Sumanth Chennupati Ganesh Sistu S. Yogamani S. Rawashdeh 9 46 0 17 Jan 2019
Monocular Outdoor Semantic Mapping with a Multi-task Network Yucai Bai Lei Fan Ziyu Pan Long Chen 8 0 0 17 Jan 2019
Auto-Retoucher(ART) - A framework for Background Replacement and Image Editing Yunxuan Xiao Yikai Li Yuwei Wu Lizhen Zhu DiffM 3DH 12 1 0 13 Jan 2019
Neural RGB->D Sensing: Depth and Uncertainty from a Video Camera Chao Liu Jinwei Gu Kihwan Kim S. Narasimhan Jan Kautz 3DV 12 136 0 09 Jan 2019
Panoptic Feature Pyramid Networks Alexander Kirillov Ross B. Girshick Kaiming He Piotr Dollár ISeg SSeg 23 1,266 0 08 Jan 2019
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation Shusil Dangi Cristian A. Linte Z. Yaniv 17 69 0 04 Jan 2019
Attend, Copy, Parse -- End-to-end information extraction from documents Rasmus Berg Palm Florian Laws Ole Winther 9 58 0 18 Dec 2018
Learning Semantic Segmentation from Synthetic Data: A Geometrically Guided Input-Output Adaptation Approach Yuhua Chen Wen Li Xiaoran Chen Luc Van Gool 16 245 0 12 Dec 2018
Multichannel Semantic Segmentation with Unsupervised Domain Adaptation Kohei Watanabe Kuniaki Saito Yoshitaka Ushiku Tatsuya Harada MDE 19 11 0 11 Dec 2018
From Coarse to Fine: Robust Hierarchical Localization at Large Scale Paul-Edouard Sarlin César Cadena Roland Siegwart Marcin Dymczyk 3DV 10 862 0 09 Dec 2018
ROI-10D: Monocular Lifting of 2D Detection to 6D Pose and Metric Shape Fabian Manhardt Wadim Kehl Adrien Gaidon 3DPC 3DH 22 270 0 06 Dec 2018
Adapting Auxiliary Losses Using Gradient Similarity Yunshu Du Wojciech M. Czarnecki Siddhant M. Jayakumar Mehrdad Farajtabar Razvan Pascanu Balaji Lakshminarayanan 27 155 0 05 Dec 2018
Learning to Fuse Things and Stuff Jie Li Allan Raventos Arjun Bhargava Takaaki Tagawa Adrien Gaidon 25 104 0 04 Dec 2018
Universal Perturbation Attack Against Image Retrieval Jie Li R. Ji Hong Liu Xiaopeng Hong Yue Gao Q. Tian AAML 21 98 0 03 Dec 2018
Multi-task Learning of Hierarchical Vision-Language Representation Duy-Kien Nguyen Takayuki Okatani 23 51 0 03 Dec 2018
Evaluating Bayesian Deep Learning Methods for Semantic Segmentation Jishnu Mukhoti Y. Gal UQCV BDL 29 220 0 30 Nov 2018
Incremental Scene Synthesis Benjamin Planche Xuejian Rong Ziyan Wu Srikrishna Karanam H. Kosch Yingli Tian Jan Ernst Andreas Hutter 11 7 0 29 Nov 2018
On the Inductive Bias of Word-Character-Level Multi-Task Learning for Speech Recognition Jan Kremer Lasse Borgholt Lars Maaløe 18 6 0 28 Nov 2018
Uncertainty aware audiovisual activity recognition using deep Bayesian variational inference Mahesh Subedar R. Krishnan P. López-Meyer Omesh Tickoo Jonathan Huang BDL EDL UQCV 12 0 0 27 Nov 2018
MT-CGCNN: Integrating Crystal Graph Convolutional Neural Network with Multitask Learning for Material Property Prediction Soumya Sanyal J. Balachandran N. Yadati Abhishek Kumar Padmini Rajagopalan Suchismita Sanyal Partha P. Talukdar 11 48 0 14 Nov 2018
Scene Text Detection and Recognition: The Deep Learning Era Shangbang Long Xin He Cong Yao VLM 20 388 0 10 Nov 2018
Evidence Transfer for Improving Clustering Tasks Using External Categorical Evidence Athanasios Davvetas I. Klampanos V. Karkaletsis 17 5 0 09 Nov 2018
BAR: Bayesian Activity Recognition using variational inference R. Krishnan Mahesh Subedar S. Bhatnagar BDL UQCV 6 20 0 08 Nov 2018
Informed Democracy: Voting-based Novelty Detection for Action Recognition Alina Roitberg Ziad Al-Halah Rainer Stiefelhagen 12 30 0 30 Oct 2018
Reinforcement Learning and Deep Learning based Lateral Control for Autonomous Driving Dong Li Dongbin Zhao Qichao Zhang Yaran Chen 6 113 0 30 Oct 2018
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Feng Zheng Cheng Deng Xing Sun Xinyang Jiang Xiaowei Guo Zongqiao Yu Feiyue Huang Rongrong Ji 8 24 0 29 Oct 2018
Multi-Task Learning as Multi-Objective Optimization Ozan Sener V. Koltun 11 1,244 0 10 Oct 2018
Seeing Beyond Appearance - Mapping Real Images into Geometrical Domains for Unsupervised CAD-based Recognition Benjamin Planche Sergey Zakharov Ziyan Wu Andreas Hutter H. Kosch Slobodan Ilic GAN OOD 11 11 0 09 Oct 2018