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
OUCopula: Bi-Channel Multi-Label Copula-Enhanced Adapter-Based CNN for Myopia Screening Based on OU-UWF Images Yang Li Qiuyi Huang Chong Zhong Danjuan Yang Meiyan Li A. H. Welsh Aiyi Liu Bo Fu Catherine C. Liu Xingtao Zhou 43 2 0 18 Mar 2024
NuGraph2: A Graph Neural Network for Neutrino Physics Event Reconstruction V. Hewes A. Aurisano G. Cerati J. Kowalkowski C. Lee W. Liao D. Grzenda K. Gumpula Xiaohe Zhang 18 1 0 18 Mar 2024
Domain Adaptation Using Pseudo Labels for COVID-19 Detection Runtian Yuan Qingqiu Li Junlin Hou Jilan Xu Yuejie Zhang Rui Feng Hao Chen OOD 17 0 0 18 Mar 2024
Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation Tianhao Huang Xuan Pan Xiangrui Cai Ying Zhang Xiaojie Yuan 21 4 0 17 Mar 2024
Giving a Hand to Diffusion Models: a Two-Stage Approach to Improving Conditional Human Image Generation Anton Pelykh Ozge Mercanoglu Richard Bowden DiffM 31 5 0 15 Mar 2024
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera Images Pardis Taghavi Reza Langari Gaurav Pandey MDE ViT 38 5 0 15 Mar 2024
Region-aware Distribution Contrast: A Novel Approach to Multi-Task Partially Supervised Learning Meixuan Li Tianyu Li Guoqing Wang Peng Wang Yang Yang H. Shen 33 0 0 15 Mar 2024
rFaceNet: An End-to-End Network for Enhanced Physiological Signal Extraction through Identity-Specific Facial Contours Dali Zhu Wenli Zhang Hualin Zeng Xiaohao Liu Long Yang Jiaqi Zheng 27 1 0 14 Mar 2024
Schema-Aware Multi-Task Learning for Complex Text-to-SQL Yangjun Wu Han Wang 27 0 0 09 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 50 3 0 07 Mar 2024
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathology Omar S. M. El Nahhas Georg Wolflein M. Ligero Tim Lenz M. Treeck Firas Khader Daniel Truhn Jakob Nikolas Kather 24 1 0 06 Mar 2024
Learning to Maximize Mutual Information for Chain-of-Thought Distillation Xin Chen Hanxian Huang Yanjun Gao Yi Wang Jishen Zhao Ke Ding 35 11 0 05 Mar 2024
A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives Simone Alberto Peirone Francesca Pistilli A. Alliegro Giuseppe Averta EgoV 27 4 0 05 Mar 2024
FCDS: Fusing Constituency and Dependency Syntax into Document-Level Relation Extraction Xudong Zhu Zhao Kang Bei Hui 26 2 0 04 Mar 2024
Boosting Box-supervised Instance Segmentation with Pseudo Depth Xinyi Yu Ling Yan Peng-Tao Jiang Hao Chen Bo Li Lin Yuanbo Wu Linlin Ou MDE 29 1 0 02 Mar 2024
Multi-Task Learning Using Uncertainty to Weigh Losses for Heterogeneous Face Attribute Estimation Huaqing Yuan Yi He Peng Du Lu Song CVBM 22 0 0 01 Mar 2024
Learning with Logical Constraints but without Shortcut Satisfaction Zenan Li Zehua Liu Yuan Yao Jingwei Xu Taolue Chen Xiaoxing Ma Jian Lu NAI 25 18 0 01 Mar 2024
A Cognitive-Based Trajectory Prediction Approach for Autonomous Driving Haicheng Liao Yongkang Li Zhenning Li Chengyue Wang Zhiyong Cui Shengbo Eben Li Chengzhong Xu 32 26 0 29 Feb 2024
Smooth Tchebycheff Scalarization for Multi-Objective Optimization Xi Lin Xiao-Yan Zhang Zhiyuan Yang Fei Liu Zhenkun Wang Qingfu Zhang 35 16 0 29 Feb 2024
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings Isabelle Mohr Markus Krimmel Saba Sturua Mohammad Kalim Akram Andreas Koukounas ... Susana Guzman Bo Wang Maximilian Werk Nan Wang Han Xiao 35 15 0 26 Feb 2024
InterroGate: Learning to Share, Specialize, and Prune Representations for Multi-task Learning B. Bejnordi Gaurav Kumar Amelie Royer Christos Louizos Tijmen Blankevoort Mohsen Ghafoorian CVBM 39 0 0 26 Feb 2024
PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large Multimodal Models Dingkun Guo Yuqi Xiang Shuqi Zhao Xinghao Zhu Masayoshi Tomizuka Mingyu Ding Wei Zhan 24 10 0 26 Feb 2024
Fair Resource Allocation in Multi-Task Learning Hao Ban Kaiyi Ji 27 10 0 23 Feb 2024
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization Fei Liu Xi Lin Zhenkun Wang Qingfu Zhang Xialiang Tong Mingxuan Yuan 27 17 0 23 Feb 2024
Towards Principled Task Grouping for Multi-Task Learning Chenguang Wang Xuanhao Pan Tianshu Yu 29 0 0 23 Feb 2024
BEE-NET: A deep neural network to identify in-the-wild Bodily Expression of Emotions Mohammad Mahdi Dehshibi David Masip 38 1 0 21 Feb 2024
Phonotactic Complexity across Dialects Ryan Soh-Eun Shim Kalvin Chang David R. Mortensen 29 0 0 20 Feb 2024
Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation S. Landgraf Markus Hillemann Theodor Kapler Markus Ulrich UQCV 26 8 0 16 Feb 2024
PMGDA: A Preference-based Multiple Gradient Descent Algorithm Xiao-Yan Zhang Xi Lin Qingfu Zhang 16 7 0 14 Feb 2024
Inherent Diverse Redundant Safety Mechanisms for AI-based Software Elements in Automotive Applications Mandar Pitale Alireza Abbaspour Devesh Upadhyay 33 3 0 13 Feb 2024
Auxiliary Tasks to Boost Biaffine Semantic Dependency Parsing Marie Candito 17 1 0 12 Feb 2024
Topic Modeling as Multi-Objective Contrastive Optimization Thong Nguyen Xiaobao Wu Xinshuai Dong Cong-Duy Nguyen See-Kiong Ng A. Luu 35 6 0 12 Feb 2024
Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model Approach R. Çekinel Pinar Senkul AAML 28 3 0 09 Feb 2024
Bayesian Uncertainty for Gradient Aggregation in Multi-Task Learning Idan Achituve I. Diamant Arnon Netzer Gal Chechik Ethan Fetaya UQCV 32 4 0 06 Feb 2024
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement Dayou Mao Yuhao Chen Yifan Wu Maximilian Gilles Alexander Wong AAML 33 0 0 05 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives Sheng Luo Wei-Neng Chen Wanxin Tian Rui Liu Luanxuan Hou ... Ling Shao Yi Yang Bojun Gao Qun Li Guobin Wu 51 13 0 05 Feb 2024
Representation Surgery for Multi-Task Model Merging Enneng Yang Li Shen Zhenyi Wang Guibing Guo Xiaojun Chen Xingwei Wang Dacheng Tao MoMe 54 37 0 05 Feb 2024
Fully Differentiable Correlation-driven 2D/3D Registration for X-ray to CT Image Fusion Minheng Chen Zhirun Zhang Shuheng Gu Zhangyang Ge Youyong Kong MedIm 30 4 0 04 Feb 2024
Angle Robustness Unmanned Aerial Vehicle Navigation in GNSS-Denied Scenarios Yuxin Wang Zunlei Feng Haofei Zhang Yang Gao Jie Lei Li Sun Mingli Song AAML 13 1 0 04 Feb 2024
Robust Multi-Task Learning with Excess Risks Yifei He Shiji Zhou Guojun Zhang Hyokun Yun Yi Tian Xu Belinda Zeng Trishul M. Chilimbi Han Zhao 53 7 0 03 Feb 2024
ExtremeCast: Boosting Extreme Value Prediction for Global Weather Forecast Wanghan Xu Kang Chen Tao Han Hao Chen Wanli Ouyang Lei Bai AI4Cl 16 9 0 02 Feb 2024
YOLinO++: Single-Shot Estimation of Generic Polylines for Mapless Automated Diving Annika Meyer Christoph Stiller 17 0 0 01 Feb 2024
Uncertainty-Aware Explainable Recommendation with Large Language Models Yicui Peng Hao Chen C. Lin Guo Huang Jinrong Hu Hui Guo Bin Kong Shu Hu Xi Wu Xin Wang LRM 52 8 0 31 Jan 2024
Episodic-free Task Selection for Few-shot Learning Tao Zhang 11 0 0 31 Jan 2024
VJT: A Video Transformer on Joint Tasks of Deblurring, Low-light Enhancement and Denoising Yuxiang Hui Yang Liu Yaofang Liu Fan Jia Jinshan Pan Raymond H. F. Chan Tieyong Zeng ViT 33 1 0 26 Jan 2024
Deep multitask neural networks for solving some stochastic optimal control problems Christian Yeo 17 1 0 23 Jan 2024
Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both? Nikita Soni Niranjan Balasubramanian H. A. Schwartz Dirk Hovy 26 3 0 23 Jan 2024
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization Feiyang Ye Baijiong Lin Xiao-Qun Cao Yu Zhang Ivor Tsang 45 6 0 17 Jan 2024
Multitask Learning in Minimally Invasive Surgical Vision: A Review Oluwatosin O. Alabi Tom Kamiel Magda Vercauteren Miaojing Shi 18 1 0 16 Jan 2024
Collaboratively Self-supervised Video Representation Learning for Action Recognition Jie M. Zhang Zhifan Wan Lanqing Hu Stephen Lin Shuzhe Wu Shiguang Shan TTA 61 1 0 15 Jan 2024