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
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition Jiang Li Xiaoping Wang Yingjian Liu Zhigang Zeng 34 16 0 28 Jul 2023
Improvable Gap Balancing for Multi-Task Learning Yanqi Dai Nanyi Fei Zhiwu Lu 53 5 0 28 Jul 2023
Prompt Guided Transformer for Multi-Task Dense Prediction Yuxiang Lu Shalayiding Sirejiding Yue Ding Chunlin Wang Hongtao Lu 49 18 0 28 Jul 2023
TaskExpert: Dynamically Assembling Multi-Task Representations with Memorial Mixture-of-Experts Hanrong Ye Dan Xu MoE 47 26 0 28 Jul 2023
Gloss-free Sign Language Translation: Improving from Visual-Language Pretraining Benjia Zhou Zhigang Chen Albert Clapés Jun Wan Yanyan Liang Sergio Escalera Zhen Lei Du Zhang SLR 43 49 0 27 Jul 2023
When Multi-Task Learning Meets Partial Supervision: A Computer Vision Review Maxime Fontana Michael W. Spratling Miaojing Shi 61 6 0 25 Jul 2023
Prior Based Online Lane Graph Extraction from Single Onboard Camera Image Y. Can Alexander Liniger D. Paudel Luc Van Gool 31 2 0 25 Jul 2023
SACReg: Scene-Agnostic Coordinate Regression for Visual Localization Jérôme Revaud Yohann Cabon Romain Brégier Jongmin Lee Philippe Weinzaepfel 32 10 0 21 Jul 2023
MAS: Towards Resource-Efficient Federated Multiple-Task Learning Weiming Zhuang Yonggang Wen Lingjuan Lyu Shuai Zhang FedML 35 15 0 21 Jul 2023
Measuring and Modeling Uncertainty Degree for Monocular Depth Estimation Mochu Xiang Jing Zhang Nick Barnes Yuchao Dai UQCV 50 3 0 19 Jul 2023
Forecasting Early with Meta Learning Shayan Jawed Kiran Madhusudhanan Vijaya Krishna Yalavarthi Lars Schmidt-Thieme AI4TS 36 0 0 19 Jul 2023
Does Visual Pretraining Help End-to-End Reasoning? Chen Sun Calvin Luo Xingyi Zhou Anurag Arnab Cordelia Schmid OCL LRM ViT 43 3 0 17 Jul 2023
Uncertainty-aware State Space Transformer for Egocentric 3D Hand Trajectory Forecasting Wentao Bao Lele Chen Libing Zeng Zhong Li Yinghao Xu Junsong Yuan Yubo Kong 29 15 0 17 Jul 2023
Contrastive Multi-Task Dense Prediction S. Yang Hanrong Ye Dan Xu 39 11 0 16 Jul 2023
Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar Runwei Guan Shanliang Yao Xiaohui Zhu Ka Lok Man Eng Gee Lim Jeremy S. Smith Yong 0001Yue Yutao Yue VOS 41 18 0 14 Jul 2023
WaterScenes: A Multi-Task 4D Radar-Camera Fusion Dataset and Benchmarks for Autonomous Driving on Water Surfaces Shanliang Yao Runwei Guan Zhaodong Wu Yi Ni Zile Huang ... H. Seo Ka Lok Man Jieming Ma Xiaohui Zhu Yutao Yue 43 23 0 13 Jul 2023
Auxiliary-Tasks Learning for Physics-Informed Neural Network-Based Partial Differential Equations Solving Junjun Yan Xinhai Chen Zhichao Wang Enqiang Zhou Jie Liu PINN AI4CE 34 1 0 12 Jul 2023
Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking Xuewei Wang Qiang Jin Shengyu Huang Min Zhang Xi Liu ... Jiyan Yang Ellie Wen Sagar Chordia Wenlin Chen Qin Huang 16 3 0 12 Jul 2023
Hyperspherical Embedding for Point Cloud Completion Junming Zhang Haomeng Zhang Ram Vasudevan Matthew Johnson-Roberson 3DPC 29 2 0 11 Jul 2023
Feature Activation Map: Visual Explanation of Deep Learning Models for Image Classification Yiwen Liao Yongsheng Gao Weichuan Zhang FAtt 20 0 0 11 Jul 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 36 70 0 10 Jul 2023
MiVOLO: Multi-input Transformer for Age and Gender Estimation Maksim Kuprashevich Irina Tolstykh 30 32 0 10 Jul 2023
Joint Perceptual Learning for Enhancement and Object Detection in Underwater Scenarios C. Fu Wanqi Yuan Jiewen Xiao Risheng Liu Xin-Yue Fan 27 0 0 07 Jul 2023
Mitigating Negative Transfer with Task Awareness for Sexism, Hate Speech, and Toxic Language Detection Angel Felipe Magnossão de Paula Paolo Rosso Damiano Spina 41 2 0 07 Jul 2023
Multi-Similarity Contrastive Learning Emily Mu John Guttag Maggie Makar SSL 39 2 0 06 Jul 2023
Cross-Element Combinatorial Selection for Multi-Element Creative in Display Advertising Wei Emma Zhang P. Zhang Jian Dong Yongkang Wang Peng Zhang Bo Zhang Xingxing Wang Dong Wang 30 0 0 04 Jul 2023
Towards Suicide Prevention from Bipolar Disorder with Temporal Symptom-Aware Multitask Learning Daeun Lee Sejung Son H. Jeon Seungbae Kim Jinyoung Han AI4MH 14 8 0 03 Jul 2023
FedBone: Towards Large-Scale Federated Multi-Task Learning Yiqiang Chen Teng Zhang Xinlong Jiang Qian Chen Chenlong Gao Wuliang Huang FedML AI4CE 37 11 0 30 Jun 2023
An Efficient General-Purpose Modular Vision Model via Multi-Task Heterogeneous Training Z. Chen Mingyu Ding Songlin Yang Wei Zhan Masayoshi Tomizuka Erik Learned-Miller Chuang Gan MoE 32 8 0 29 Jun 2023
Subclass-balancing Contrastive Learning for Long-tailed Recognition Chengkai Hou Jieyu Zhang Hong Wang Dinesh Manocha 34 21 0 28 Jun 2023
Multi-Task Consistency for Active Learning A. Hekimoglu Philipp Friedrich Walter Zimmer Michael Schmidt Alvaro Marcos-Ramiro Alois C. Knoll VLM 20 10 0 21 Jun 2023
Task-Robust Pre-Training for Worst-Case Downstream Adaptation Jianghui Wang Cheng Yang Xingyu Xie Cong Fang Zhouchen Lin OOD 38 0 0 21 Jun 2023
Multi-task Collaborative Pre-training and Individual-adaptive-tokens Fine-tuning: A Unified Framework for Brain Representation Learning Ning Jiang Gongshu Wang Tianyi Yan CLL 35 0 0 20 Jun 2023
PINQI: An End-to-End Physics-Informed Approach to Learned Quantitative MRI Reconstruction F. Zimmermann C. Kolbitsch Patrick Schuenke A. Kofler 31 5 0 19 Jun 2023
PowerBEV: A Powerful Yet Lightweight Framework for Instance Prediction in Bird's-Eye View Peizheng Li Shuxiao Ding Xieyuanli Chen Niklas Hanselmann Marius Cordts Juergen Gall 60 21 0 19 Jun 2023
A Universal Semantic-Geometric Representation for Robotic Manipulation Tong Zhang Yingdong Hu Hanchen Cui Hang Zhao Yang Gao 90 18 0 18 Jun 2023
Radars for Autonomous Driving: A Review of Deep Learning Methods and Challenges Arvind Srivastav S. Mandal 30 29 0 15 Jun 2023
Knowledge Assembly: Semi-Supervised Multi-Task Learning from Multiple Datasets with Disjoint Labels Federica Spinola Philipp Benz Minhyeong Yu Tae-Hoon Kim 36 0 0 15 Jun 2023
Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning Joel Ong Dorien Herremans AI4TS 29 6 0 08 Jun 2023
A Dynamic Feature Interaction Framework for Multi-task Visual Perception Yuling Xi Hao Chen Ning Wang Peng Wang Yanning Zhang Chunhua Shen Yifan Liu 46 4 0 08 Jun 2023
UAP-BEV: Uncertainty Aware Planning using Bird's Eye View generated from Surround Monocular Images Vikrant Dewangan Basant Sharma Tushar Choudhary Sarthak Sharma Aakash Aanegola Ashutosh Kumar Singh K. M. Krishna 13 3 0 08 Jun 2023
InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene Understanding Hanrong Ye Dan Xu ViT 40 10 0 08 Jun 2023
Sample-Level Weighting for Multi-Task Learning with Auxiliary Tasks Emilie Grégoire M. H. Chaudhary Sam Verboven 29 1 0 07 Jun 2023
FAMO: Fast Adaptive Multitask Optimization B. Liu Yihao Feng Peter Stone Qian Liu 48 32 0 06 Jun 2023
Automatic Reconstruction of Semantic 3D Models from 2D Floor Plans Astrid Barreiro Mariusz Trzeciakiewicz Anna Hilsmann Peter Eisert 3DV 9 9 0 02 Jun 2023
Addressing Negative Transfer in Diffusion Models Hyojun Go Jinyoung Kim Yunsung Lee Seunghyun Lee Shinhyeok Oh Hyeongdon Moon Seungtaek Choi DiffM VLM 40 24 0 01 Jun 2023
Neural Textured Deformable Meshes for Robust Analysis-by-Synthesis Angtian Wang Wufei Ma Alan Yuille Adam Kortylewski 3DH AAML 33 3 0 31 May 2023
Three-Way Trade-Off in Multi-Objective Learning: Optimization, Generalization and Conflict-Avoidance Lisha Chen H. Fernando Yiming Ying Tianyi Chen 31 22 0 31 May 2023
Independent Component Alignment for Multi-Task Learning Dmitry Senushkin Nikolay Patakin Arseny Kuznetsov Anton Konushin CVBM 45 41 0 30 May 2023
Contextual Knowledge Learning For Dialogue Generation Wen Zheng Natasa Milic-Frayling Ke Zhou 39 4 0 29 May 2023