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
UV R-CNN: Stable and Efficient Dense Human Pose Estimation Wenhe Jia Yilin Zhou Xuhan Zhu Mengjie Hu Chun Liu Qing-Huang Song 3DH 41 3 0 04 Nov 2022
Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization Junru Wu Yi Liang Feng Han Hassan Akbari Zhangyang Wang Cong Yu 39 10 0 03 Nov 2022
Uncertainty-Aware DNN for Multi-Modal Camera Localization Matteo Vaghi Augusto Luis Ballardini S. Fontana D. Sorrenti UQCV EDL 21 1 0 02 Nov 2022
Semantic SuperPoint: A Deep Semantic Descriptor Gabriel S. Gama N. D. S. Rosa V. Grassi VLM 16 1 0 02 Nov 2022
Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective Jinxiang Lai Siqian Yang Guannan Jiang Xi-Zhao Wang Yuxi Li ... Jing Liu Bin-Bin Gao Wei Zhang Yuan Xie Chengjie Wang 53 6 0 02 Nov 2022
Predicting air quality via multimodal AI and satellite imagery A. Rowley Oktay Karakuş 9 31 0 01 Nov 2022
Towards Versatile Embodied Navigation Han Wang Wei Liang Luc Van Gool Wenguan Wang LM&Ro 60 20 0 30 Oct 2022
M $^3$ ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design Hanxue Liang Zhiwen Fan Rishov Sarkar Ziyu Jiang Tianlong Chen Kai Zou Yu Cheng Cong Hao Zhangyang Wang MoE 44 82 0 26 Oct 2022
Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data Huy Hoang Nguyen Matthew B. Blaschko S. Saarakkala A. Tiulpin MedIm AI4CE 53 15 0 25 Oct 2022
Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach H. Fernando Han Shen Miao Liu Subhajit Chaudhury K. Murugesan Tianyi Chen 41 8 0 23 Oct 2022
Collaborative Image Understanding Koby Bibas Oren Sar Shalom Dietmar Jannach VLM 24 2 0 21 Oct 2022
STAR: SQL Guided Pre-Training for Context-dependent Text-to-SQL Parsing Zefeng Cai Xiangyu Li Binyuan Hui Min Yang Bowen Li ... Zhen Cao Weijie Li Fei Huang Luo Si Yongbin Li 34 27 0 21 Oct 2022
PaCo: Parameter-Compositional Multi-Task Reinforcement Learning Lingfeng Sun Haichao Zhang Wei Xu Masayoshi Tomizuka MoE 32 37 0 21 Oct 2022
Tele-Knowledge Pre-training for Fault Analysis Zhuo Chen Wen Zhang Yufen Huang Mingyang Chen Yuxia Geng ... Song Jiang Zhaoyang Lian Yuchen Li Lei Cheng Hua-zeng Chen 51 17 0 20 Oct 2022
Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning Hongqiu Wu Ruixue Ding Haizhen Zhao Boli Chen Pengjun Xie Fei Huang Min Zhang MoMe 37 8 0 19 Oct 2022
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models Nikolaos Dimitriadis P. Frossard Franccois Fleuret 36 25 0 18 Oct 2022
Simple Emergent Action Representations from Multi-Task Policy Training Pu Hua Yubei Chen Huazhe Xu MLAU 27 6 0 18 Oct 2022
PedFormer: Pedestrian Behavior Prediction via Cross-Modal Attention Modulation and Gated Multitask Learning Amir Rasouli Iuliia Kotseruba 30 26 0 14 Oct 2022
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of Transformers Chia-Chien Hung Anne Lauscher Dirk Hovy Simone Paolo Ponzetto Goran Glavaš VLM AI4CE 40 14 0 13 Oct 2022
Self-explaining deep models with logic rule reasoning Seungeon Lee Xiting Wang Sungwon Han Xiaoyuan Yi Xing Xie M. Cha NAI ReLM LRM 40 16 0 13 Oct 2022
Multi-Task Meta Learning: learn how to adapt to unseen tasks Richa Upadhyay Prakash Chandra Chhipa Ronald Phlypo Rajkumar Saini Marcus Liwicki 41 11 0 13 Oct 2022
TriangleNet: Edge Prior Augmented Network for Semantic Segmentation through Cross-Task Consistency Dan Zhang Rui Zheng Luosang Gadeng Pei Yang 30 0 0 11 Oct 2022
Association Graph Learning for Multi-Task Classification with Category Shifts Jiayi Shen Zehao Xiao Xiantong Zhen Cees G. M. Snoek M. Worring OOD 58 4 0 10 Oct 2022
Visually Similar Products Retrieval for Shopsy P. Nadkarni Narendra Varma Dasararaju 30 0 0 10 Oct 2022
Learning Fine-Grained Visual Understanding for Video Question Answering via Decoupling Spatial-Temporal Modeling Hsin-Ying Lee Hung-Ting Su Bing-Chen Tsai Tsung-Han Wu Jia-Fong Yeh Winston H. Hsu 29 2 0 08 Oct 2022
Resolving Class Imbalance for LiDAR-based Object Detector by Dynamic Weight Average and Contextual Ground Truth Sampling Daeun Lee Jong-Hwa Park Jinkyu Kim 3DPC 29 0 0 07 Oct 2022
Unsupervised confidence for LiDAR depth maps and applications Andrea Conti Matteo Poggi Filippo Aleotti S. Mattoccia 3DV 34 12 0 06 Oct 2022
Automated Graph Self-supervised Learning via Multi-teacher Knowledge Distillation Lirong Wu Yufei Huang Haitao Lin Zicheng Liu Tianyu Fan Stan Z. Li SSL 61 5 0 05 Oct 2022
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization Mingxuan Ju Tong Zhao Qianlong Wen Wenhao Yu Neil Shah Yanfang Ye Chuxu Zhang SSL 23 34 0 05 Oct 2022
CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Tianyu Huang Bowen Dong Yunhan Yang Xiaoshui Huang Rynson W. H. Lau Wanli Ouyang W. Zuo VLM 3DPC CLIP 44 144 0 03 Oct 2022
A Multiagent Framework for the Asynchronous and Collaborative Extension of Multitask ML Systems Andrea Gesmundo 31 2 0 29 Sep 2022
NVRadarNet: Real-Time Radar Obstacle and Free Space Detection for Autonomous Driving A. Popov Patrik Gebhardt Ke Chen Ryan Oldja Heeseok Lee S. Murray Ruchita Bhargava Nikolai Smolyanskiy 50 25 0 29 Sep 2022
An Efficient Multitask Learning Architecture for Affective Vocal Burst Analysis Tobias Hallmen Silvan Mertes Dominik Schiller Elisabeth André 23 5 0 28 Sep 2022
PCB-RandNet: Rethinking Random Sampling for LIDAR Semantic Segmentation in Autonomous Driving Scene Xianfeng Han Hui Cheng Hang Jiang Dehong He Guoqiang Xiao 3DPC 29 3 0 28 Sep 2022
Design Perspectives of Multitask Deep Learning Models and Applications Yeshwant Singh Anupam Biswas Angshuman Bora Debashish Malakar Subham Chakraborty S. Bera 33 0 0 27 Sep 2022
Towards Multimodal Multitask Scene Understanding Models for Indoor Mobile Agents Yao-Hung Hubert Tsai Hanlin Goh Ali Farhadi Jian Zhang 27 1 0 27 Sep 2022
Multi-dataset Training of Transformers for Robust Action Recognition Junwei Liang Enwei Zhang Jun Zhang Chunhua Shen ViT 45 11 0 26 Sep 2022
Grouped Adaptive Loss Weighting for Person Search Yanling Tian Di Chen Yunan Liu Shanshan Zhang Jian Yang 38 4 0 23 Sep 2022
Do Current Multi-Task Optimization Methods in Deep Learning Even Help? Derrick Xin Behrooz Ghorbani Ankush Garg Orhan Firat Justin Gilmer MoMe 75 64 0 23 Sep 2022
DRAMA: Joint Risk Localization and Captioning in Driving Srikanth Malla Chiho Choi Isht Dwivedi Joonhyang Choi Jiachen Li 107 87 0 22 Sep 2022
LidarMultiNet: Towards a Unified Multi-Task Network for LiDAR Perception Dongqiangzi Ye Zixiang Zhou Weijia Chen Yufei Xie Yu Wang Panqu Wang H. Foroosh 3DPC 58 84 0 19 Sep 2022
UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup Zongbo Han Zhipeng Liang Fan Yang Liu Liu Lanqing Li Yatao Bian P. Zhao Bing Wu Changqing Zhang Jianhua Yao 56 34 0 19 Sep 2022
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss B. Felfeliyan A. Hareendranathan G. Kuntze S. Wichuk Nils D. Forkert Jacob L. Jaremko J. Ronsky NoLa 46 2 0 16 Sep 2022
A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems Andrea Gesmundo 21 18 0 15 Sep 2022
Self-supervised Learning for Panoptic Segmentation of Multiple Fruit Flower Species Abubakar Siddique A. Tabb Henry Medeiros SSL 21 8 0 10 Sep 2022
Self-supervised Human Mesh Recovery with Cross-Representation Alignment Xuan Gong Meng Zheng Benjamin Planche Srikrishna Karanam Terrence Chen David Doermann Ziyan Wu 3DH 41 10 0 10 Sep 2022
Scalable Regularization of Scene Graph Generation Models using Symbolic Theories Davide Buffelli Efthymia Tsamoura 27 2 0 06 Sep 2022
A Multitask Deep Learning Model for Parsing Bridge Elements and Segmenting Defect in Bridge Inspection Images Chenyu Zhang Muhammad Monjurul Karim Ruwen Qin 27 9 0 06 Sep 2022
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive Learning Tianlin Liu Wennan Liu Lequan Yu Liang Wan Tong Han Lei Zhu 18 4 0 04 Sep 2022
Multi-modal Contrastive Representation Learning for Entity Alignment Zhenxi Lin Ziheng Zhang Meng Wang Yinghui Shi Xianlong Wu Yefeng Zheng 20 47 0 02 Sep 2022