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
Micro-level Reserving for General Insurance Claims using a Long Short-Term Memory Network Ihsan Chaoubi C. Besse Hélène Cossette Marie-Pier Côté AI4TS 12 4 0 27 Jan 2022
Attentive Task Interaction Network for Multi-Task Learning Dimitrios Sinodinos Narges Armanfard AIMat 23 2 0 25 Jan 2022
AggMatch: Aggregating Pseudo Labels for Semi-Supervised Learning Jiwon Kim Kwang-seok Ryoo Gyuseong Lee Seokju Cho Junyoung Seo Daehwan Kim Hansang Cho Seung Wook Kim 32 1 0 25 Jan 2022
A Multi-modal Fusion Framework Based on Multi-task Correlation Learning for Cancer Prognosis Prediction Kaiwen Tan Weixian Huang Xiaofeng Liu Jinlong Hu Shoubin Dong 26 42 0 22 Jan 2022
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in Dynamic Environments Christian Homeyer Oliver Lange Christoph Schnörr MDE 15 3 0 21 Jan 2022
Sentiment Analysis: Predicting Yelp Scores Bhanu Prakash Reddy Guda Mashrin Srivastava Deep Karkhanis 27 3 0 20 Jan 2022
RePre: Improving Self-Supervised Vision Transformer with Reconstructive Pre-training Luyang Wang Feng Liang Yangguang Li Honggang Zhang Wanli Ouyang Jing Shao ViT 39 1 0 18 Jan 2022
Leaving No One Behind: A Multi-Scenario Multi-Task Meta Learning Approach for Advertiser Modeling Qianqian Zhang Xinru Liao Quanlian Liu Jian Xu Bo Zheng 30 52 0 18 Jan 2022
GradTail: Learning Long-Tailed Data Using Gradient-based Sample Weighting Zhao Chen Vincent Casser Henrik Kretzschmar Dragomir Anguelov 31 5 0 16 Jan 2022
Uncertainty-Aware Multi-View Representation Learning Yu Geng Zongbo Han Changqing Zhang Q. Hu 53 63 0 15 Jan 2022
In Defense of the Unitary Scalarization for Deep Multi-Task Learning Vitaly Kurin Alessandro De Palma Ilya Kostrikov Shimon Whiteson M. P. Kumar 41 74 0 11 Jan 2022
Graph Representation Learning for Multi-Task Settings: a Meta-Learning Approach Davide Buffelli Fabio Vandin AI4CE 24 6 0 10 Jan 2022
Swin Transformer coupling CNNs Makes Strong Contextual Encoders for VHR Image Road Extraction Tao Chen Yiran Liu Haoyu Jiang Ruirui Li ViT 27 0 0 10 Jan 2022
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic Simon Lupart Benoit Favre Vassilina Nikoulina Salah Ait-Mokhtar 25 3 0 09 Jan 2022
Frame Shift Prediction Zheng-Xin Yong Patrick Watson Tiago Timponi Torrent Oliver Czulo Collin F. Baker 32 2 0 05 Jan 2022
Interpretable Low-Resource Legal Decision Making R. Bhambhoria Hui Liu Samuel Dahan Xiao-Dan Zhu ELM AILaw 37 9 0 01 Jan 2022
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments A. Iyer Karan Grewal Akash Velu Lucas O. Souza Jérémy Forest Subutai Ahmad AI4CE 37 42 0 31 Dec 2021
Contrastive Learning of Semantic and Visual Representations for Text Tracking Zhuang Li Weijia Wu Mike Zheng Shou Jiahong Li Size Li Zhongyuan Wang Hong Zhou 37 10 0 30 Dec 2021
Simple and Effective Balance of Contrastive Losses Arnaud Sors Rafael Sampaio de Rezende Sarah Ibrahimi J. Andreoli SSL 30 1 0 22 Dec 2021
Improving evidential deep learning via multi-task learning Dongpin Oh Bonggun Shin EDL UQCV 27 24 0 17 Dec 2021
Learning Bounded Context-Free-Grammar via LSTM and the Transformer:Difference and Explanations Hui Shi Sicun Gao Yuandong Tian Xinyun Chen Jishen Zhao 21 21 0 16 Dec 2021
Vision Transformer Based Video Hashing Retrieval for Tracing the Source of Fake Videos Pengfei Pei Xianfeng Zhao Yun Cao Jinchuan Li Xiaowei Yi ViT 29 8 0 15 Dec 2021
Semi-Supervised Contrastive Learning for Remote Sensing: Identifying Ancient Urbanization in the South Central Andes Jiachen Xu Junlin Guo James Zimmer-Dauphinee Quan Liu Yuxuan Shi Zuhayr Asad D. Mitchell Wilkes Parker VanValkenburgh Steven A. Wernke Yuankai Huo SSL 24 2 0 13 Dec 2021
Few-shot Keypoint Detection with Uncertainty Learning for Unseen Species Changsheng Lu Piotr Koniusz 43 34 0 12 Dec 2021
Pareto Domain Adaptation Fangrui Lv Jian Liang Kaixiong Gong Shuang Li Chi Harold Liu Han Li Di Liu Guoren Wang 15 31 0 08 Dec 2021
Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting Abdulmajid Murad F. Kraemer Kerstin Bach Gavin Taylor OOD BDL UQCV 25 12 0 05 Dec 2021
Toward Practical Monocular Indoor Depth Estimation Cho-Ying Wu Jialiang Wang Michael Hall Ulrich Neumann Shuochen Su 3DV MDE 48 63 0 04 Dec 2021
CTIN: Robust Contextual Transformer Network for Inertial Navigation Bingbing Rao Ehsan Kazemi Yifan Ding D. Shila F. M. Tucker Liqiang Wang 3DPC 45 33 0 03 Dec 2021
Deep Depth from Focus with Differential Focus Volume Fengting Yang Xiaolei Huang Zihan Zhou MDE 19 21 0 03 Dec 2021
Object-aware Monocular Depth Prediction with Instance Convolutions Enis Simsar Evin Pınar Örnek Fabian Manhardt Helisa Dhamo Nassir Navab F. Tombari 3DH MDE 36 1 0 02 Dec 2021
SCNet: A Generalized Attention-based Model for Crack Fault Segmentation Hrishikesh Sharma Pandaba Pradhan P. Balamuralidhar 33 6 0 02 Dec 2021
DeepSportLab: a Unified Framework for Ball Detection, Player Instance Segmentation and Pose Estimation in Team Sports Scenes Seyed Abolfazl Ghasemzadeh Gabriel Van Zandycke M. Istasse Niels Sayez A. Moshtaghpour Christophe De Vleeschouwer 3DH 21 13 0 01 Dec 2021
Scalable Primitives for Generalized Sensor Fusion in Autonomous Vehicles Sammy Sidhu Linda Wang Tayyab Naseer A. Malhotra Jay Chia Aayush Ahuja Ella Rasmussen Qiangui Huang Ray Gao 37 1 0 01 Dec 2021
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning Sara Atito Muhammad Awais Ammarah Farooq Zhenhua Feng J. Kittler 19 17 0 30 Nov 2021
Learning Multiple Dense Prediction Tasks from Partially Annotated Data Weihong Li Xialei Liu Hakan Bilen 50 40 0 29 Nov 2021
Recurrent Vision Transformer for Solving Visual Reasoning Problems Nicola Messina Giuseppe Amato F. Carrara Claudio Gennaro Fabrizio Falchi ViT LRM 22 11 0 29 Nov 2021
Cross-Task Consistency Learning Framework for Multi-Task Learning Akihiro Nakano Shi Chen K. Demachi CVBM 22 3 0 28 Nov 2021
WiFi-based Multi-task Sensing Xie Zhang Chengpei Tang Yasong An Kang Yin 24 3 0 26 Nov 2021
PolyViT: Co-training Vision Transformers on Images, Videos and Audio Valerii Likhosherstov Anurag Arnab K. Choromanski Mario Lucic Yi Tay Adrian Weller Mostafa Dehghani ViT 35 73 0 25 Nov 2021
Cerberus Transformer: Joint Semantic, Affordance and Attribute Parsing Xiaoxue Chen Tianyu Liu Hao Zhao Guyue Zhou Ya Zhang 38 22 0 24 Nov 2021
Ice hockey player identification via transformers and weakly supervised learning Kanav Vats William J. McNally Pascale Walters David A Clausi John S. Zelek ViT 36 24 0 22 Nov 2021
Dense Uncertainty Estimation via an Ensemble-based Conditional Latent Variable Model Jing Zhang Yuchao Dai Mehrtash Harandi Yiran Zhong Nick Barnes Richard I. Hartley UQCV 29 1 0 22 Nov 2021
Reasonable Effectiveness of Random Weighting: A Litmus Test for Multi-Task Learning Baijiong Lin Feiyang Ye Yu Zhang Ivor W. Tsang 44 94 0 20 Nov 2021
Deep Safe Multi-Task Learning Zhixiong Yue Feiyang Ye Yu Zhang Christy Jie Liang Ivor W. Tsang 26 3 0 20 Nov 2021
Positional Encoder Graph Neural Networks for Geographic Data Konstantin Klemmer Nathan Safir Daniel B. Neill GNN 30 34 0 19 Nov 2021
SUB-Depth: Self-distillation and Uncertainty Boosting Self-supervised Monocular Depth Estimation Hang Zhou Sarah Taylor David Greenwood Michal Mackiewicz UQCV MDE 21 10 0 18 Nov 2021
Linking-Enhanced Pre-Training for Table Semantic Parsing Bowen Qin Lihan Wang Binyuan Hui Ruiying Geng Zhen Cao Min Yang Jian Sun Yongbin Li 40 1 0 18 Nov 2021
Multi-Task Classification of Sewer Pipe Defects and Properties using a Cross-Task Graph Neural Network Decoder Joakim Bruslund Haurum Meysam Madadi Sergio Escalera T. Moeslund AI4CE 13 8 0 15 Nov 2021
Auxiliary Loss Reweighting for Image Inpainting Siqi Hui Sanping Zhou Ye Deng Wenli Huang Jinjun Wang 43 1 0 14 Nov 2021
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation John Yang Yash Bhalgat Simyung Chang Fatih Porikli Nojun Kwak 3DH 16 6 0 11 Nov 2021