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 / 1,297 papers shown

Title
Uncovering the Connections Between Adversarial Transferability and Knowledge Transferability Kaizhao Liang Jacky Y. Zhang Wei Ping Zhuolin Yang Oluwasanmi Koyejo Yangqiu Song AAML 33 25 0 25 Jun 2020
Joint Object Detection and Multi-Object Tracking with Graph Neural Networks Yongxin Wang Kris Kitani Xinshuo Weng VOT 35 39 0 23 Jun 2020
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning T. Nguyen Hyewon Jeong Eunho Yang Sung Ju Hwang 12 15 0 23 Jun 2020
Auxiliary Learning by Implicit Differentiation Aviv Navon Idan Achituve Haggai Maron Gal Chechik Ethan Fetaya 28 59 0 22 Jun 2020
VAEM: a Deep Generative Model for Heterogeneous Mixed Type Data Chao Ma Sebastian Tschiatschek José Miguel Hernández-Lobato Richard Turner Cheng Zhang DRL VLM 11 66 0 21 Jun 2020
Unified Representation Learning for Efficient Medical Image Analysis Ghada Zamzmi S. Rajaraman Sameer Kiran Antani 6 17 0 19 Jun 2020
Uncertainty in Gradient Boosting via Ensembles Aleksei Ustimenko Liudmila Prokhorenkova A. Malinin UQCV 28 94 0 18 Jun 2020
Auxiliary-task learning for geographic data with autoregressive embeddings Konstantin Klemmer Daniel B. Neill 19 13 0 18 Jun 2020
Maximum Roaming Multi-Task Learning Lucas Pascal Pietro Michiardi Xavier Bost B. Huet Maria A. Zuluaga 31 31 0 17 Jun 2020
MetaSDF: Meta-learning Signed Distance Functions Vincent Sitzmann E. R. Chan Richard Tucker Noah Snavely Gordon Wetzstein 33 247 0 17 Jun 2020
70 years of machine learning in geoscience in review Jesper Sören Dramsch VLM AI4CE 32 160 0 16 Jun 2020
Depth by Poking: Learning to Estimate Depth from Self-Supervised Grasping Ben Goodrich Alex Kuefler William D. Richards SSL 13 6 0 16 Jun 2020
Attentive Feature Reuse for Multi Task Meta learning Kiran Lekkala Laurent Itti OOD 21 7 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 19 102 0 12 Jun 2020
Learning a Unified Sample Weighting Network for Object Detection Qi Cai Yingwei Pan Yu Wang Jingen Liu Ting Yao Tao Mei 6 31 0 11 Jun 2020
W-net: Simultaneous segmentation of multi-anatomical retinal structures using a multi-task deep neural network Hongwei Zhao Chengtao Peng Lei Liu Bin Li 21 1 0 11 Jun 2020
H3DNet: 3D Object Detection Using Hybrid Geometric Primitives Zaiwei Zhang Bo Sun Haitao Yang Qi-Xing Huang 3DPC 20 195 0 10 Jun 2020
Simultaneous Perturbation Stochastic Approximation for Few-Shot Learning Andrei Boiarov O. Granichin O. Granichina 45 6 0 09 Jun 2020
Random Hypervolume Scalarizations for Provable Multi-Objective Black Box Optimization Daniel Golovin Qiuyi Zhang 17 70 0 08 Jun 2020
Implications of Human Irrationality for Reinforcement Learning Haiyang Chen H. Chang Andrew Howes 26 1 0 07 Jun 2020
A Multitask Learning Approach for Diacritic Restoration Sawsan Alqahtani Ajay K. Mishra Mona T. Diab 14 17 0 07 Jun 2020
Learning to Branch for Multi-Task Learning Pengsheng Guo Chen-Yu Lee Daniel Ulbricht 18 174 0 02 Jun 2020
TIMME: Twitter Ideology-detection via Multi-task Multi-relational Embedding Zhiping Xiao Weiping Song Haoyan Xu Zhicheng Ren Yizhou Sun 22 71 0 02 Jun 2020
Latent Domain Learning with Dynamic Residual Adapters Lucas Deecke Timothy M. Hospedales Hakan Bilen 19 8 0 01 Jun 2020
Efficient Ensemble Model Generation for Uncertainty Estimation with Bayesian Approximation in Segmentation Hong Joo Lee S. T. Kim Hakmin Lee Nassir Navab Yong Man Ro UQCV 16 7 0 21 May 2020
M2GRL: A Multi-task Multi-view Graph Representation Learning Framework for Web-scale Recommender Systems Menghan Wang Yujie Lin Guli Lin Keping Yang Xiao-ming Wu AI4TS 3DV 14 70 0 20 May 2020
Multitask Learning with Single Gradient Step Update for Task Balancing Sungjae Lee Youngdoo Son 32 22 0 20 May 2020
Learning to segment clustered amoeboid cells from brightfield microscopy via multi-task learning with adaptive weight selection Rituparna Sarkar Suvadip Mukherjee E. Labruyère Jean-Christophe Olivo-Marin 19 11 0 19 May 2020
Efficient Image Gallery Representations at Scale Through Multi-Task Learning Benjamin Gutelman Pavel Levin 17 3 0 18 May 2020
VerifyTL: Secure and Verifiable Collaborative Transfer Learning Zhuo Ma Jianfeng Ma Yinbin Miao Ximeng Liu Wei Zheng K. Choo R. Deng AAML 16 3 0 18 May 2020
Neural Multi-Task Learning for Teacher Question Detection in Online Classrooms Gale Yan Huang Jiahao Chen Haochen Liu Weiping Fu Wenbiao Ding Jiliang Tang Songfan Yang Guoliang Li Zitao Liu 6 10 0 16 May 2020
On the uncertainty of self-supervised monocular depth estimation Matteo Poggi Filippo Aleotti Fabio Tosi S. Mattoccia UQCV MDE 33 262 0 13 May 2020
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning Yuanrui Dong Peng Zhao Hanqiao Yu Cong Zhao Shusen Yang 28 19 0 04 May 2020
Understanding and Improving Information Transfer in Multi-Task Learning Sen Wu Hongyang R. Zhang Christopher Ré 18 154 0 02 May 2020
A Novel Perspective to Zero-shot Learning: Towards an Alignment of Manifold Structures via Semantic Feature Expansion Jingcai Guo Song Guo 22 50 0 30 Apr 2020
Emerging Relation Network and Task Embedding for Multi-Task Regression Problems Jens Schreiber Bernhard Sick AI4TS 19 12 0 29 Apr 2020
Multi-Task Learning for Dense Prediction Tasks: A Survey Simon Vandenhende Stamatios Georgoulis Wouter Van Gansbeke Marc Proesmans Dengxin Dai Luc Van Gool CVBM 29 72 0 28 Apr 2020
Multi-Domain Dialogue Acts and Response Co-Generation Kai Wang Junfeng Tian Rui-cang Wang Xiaojun Quan Jianxing Yu 6 58 0 26 Apr 2020
Improved Noise and Attack Robustness for Semantic Segmentation by Using Multi-Task Training with Self-Supervised Depth Estimation Marvin Klingner Andreas Bär Tim Fingscheidt AAML 30 40 0 23 Apr 2020
How to track your dragon: A Multi-Attentional Framework for real-time RGB-D 6-DOF Object Pose Tracking Isidoros Marougkas Petros Koutras Nikos Kardaris Georgios Retsinas Georgia Chalvatzaki Petros Maragos VOT 35 7 0 21 Apr 2020
TTNet: Real-time temporal and spatial video analysis of table tennis Roman Voeikov Nikolay S Falaleev Ruslan Baikulov ViT 19 79 0 21 Apr 2020
Joint Spatial-Temporal Optimization for Stereo 3D Object Tracking Peiliang Li Jieqi Shi Shaojie Shen 3DPC 47 18 0 20 Apr 2020
LSM: Learning Subspace Minimization for Low-level Vision Chengzhou Tang Lu Yuan P. Tan 20 14 0 20 Apr 2020
Dynamic Feature Integration for Simultaneous Detection of Salient Object, Edge and Skeleton Jiangjiang Liu Qibin Hou Ming-Ming Cheng ObjD 24 125 0 18 Apr 2020
On the Synergies between Machine Learning and Binocular Stereo for Depth Estimation from Images: a Survey Matteo Poggi Fabio Tosi Konstantinos Batsos Philippos Mordohai S. Mattoccia 3DV MDE 21 15 0 18 Apr 2020
Extending Unsupervised Neural Image Compression With Supervised Multitask Learning David Tellez D. Höppener Cornelis Verhoef D. Grünhagen Pieter M H Nierop M. Drozdzal Jeroen van der Laak F. Ciompi MedIm 28 31 0 15 Apr 2020
Balancing Training for Multilingual Neural Machine Translation Xinyi Wang Yulia Tsvetkov Graham Neubig 16 99 0 14 Apr 2020
Kinship Identification through Joint Learning Using Kinship Verification Ensembles Wei Wang Shaodi You Sezer Karaoglu Theo Gevers 14 16 0 14 Apr 2020
Footprints and Free Space from a Single Color Image Jamie Watson Michael Firman Áron Monszpart Gabriel J. Brostow 3DV 14 19 0 14 Apr 2020
Zero-Shot Learning of Text Adventure Games with Sentence-Level Semantics Xusen Yin Jonathan May 16 3 0 06 Apr 2020