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
Optimizing Airbnb Search Journey with Multi-task Learning Chun How Tan Austin Chan Malay Haldar Jie Tang Xin Liu Mustafa Abdool Huiji Gao Li He Sanjeev Katariya 39 5 0 28 May 2023
Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms Peiyao Xiao Hao Ban Kaiyi Ji 46 19 0 28 May 2023
AIBugHunter: A Practical Tool for Predicting, Classifying and Repairing Software Vulnerabilities Michael Fu Chakkrit Tantithamthavorn Trung Le Yukinori Kume Van Nguyen Dinh Q. Phung John C. Grundy 50 30 0 26 May 2023
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning Pengyuan Lu Michele Caprio Eric Eaton Insup Lee VLM 25 1 0 24 May 2023
Federated Prompt Learning for Weather Foundation Models on Devices Shen Chen Guodong Long Tao Shen Jing Jiang Tianyi Zhou FedML 38 10 0 23 May 2023
QFA2SR: Query-Free Adversarial Transfer Attacks to Speaker Recognition Systems Guangke Chen Yedi Zhang Zhe Zhao Fu Song AAML 51 11 0 23 May 2023
iCOIL: Scenario Aware Autonomous Parking Via Integrated Constrained Optimization and Imitation Learning Lexiong Huang Ruihua Han Guoliang Li He Li Shuai Wang Yang Wang Chengzhong Xu 32 0 0 23 May 2023
Contextualising Implicit Representations for Semantic Tasks Theo W. Costain Kejie Li V. Prisacariu 26 0 0 22 May 2023
HSCNet++: Hierarchical Scene Coordinate Classification and Regression for Visual Localization with Transformer Shuzhe Wang Zakaria Laskar Iaroslav Melekhov Xiaotian Li Yi Zhao Giorgos Tolias Arno Solin 45 19 0 05 May 2023
Reduction of Class Activation Uncertainty with Background Information H. M. D. Kabir 26 9 0 05 May 2023
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal Naresh Gurulingan Bahram Zonooz Elahe Arani 37 2 0 30 Apr 2023
Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI Yuheng Li Jacob F. Wynne Jing Wang Richard L. J. Qiu J. Roper ... A. Jani Tian Liu P. Patel H. Mao Xiaofeng Yang OOD ViT MedIm 38 10 0 30 Apr 2023
Room dimensions and absorption inference from room transfer function via machine learning Yuanxin Xia C. Jeong 26 2 0 25 Apr 2023
Sound-based drone fault classification using multitask learning Wonjun Yi Jung-Woo Choi Jae-Woo Lee 20 4 0 23 Apr 2023
BCE-Net: Reliable Building Footprints Change Extraction based on Historical Map and Up-to-Date Images using Contrastive Learning Cheng Liao Han Hu Xuekun Yuan Haifeng Li Chao Liu Chunyang Liu Gui Fu Yulin Ding Qing Zhu 26 21 0 14 Apr 2023
Structured Pruning for Multi-Task Deep Neural Networks Siddhant Garg Lijun Zhang Hui Guan 24 1 0 13 Apr 2023
An Image Quality Assessment Dataset for Portraits Nicolas Chahine Ana-Stefania Calarasanu Davide Garcia-Civiero Theo Cayla Sira Ferradans Jean Ponce 40 14 0 12 Apr 2023
Exploring and Exploiting Uncertainty for Incomplete Multi-View Classification Mengyao Xie Zongbo Han Changqing Zhang Yichen Bai Qinghua Hu UQCV EDL 178 15 0 11 Apr 2023
Deep Image Matting: A Comprehensive Survey Jizhizi Li Jing Zhang Dacheng Tao VLM 46 14 0 10 Apr 2023
UATTA-EB: Uncertainty-Aware Test-Time Augmented Ensemble of BERTs for Classifying Common Mental Illnesses on Social Media Posts Pratinav Seth Mihir Agarwal AI4MH 26 1 0 10 Apr 2023
Reweighted Mixup for Subpopulation Shift Zongbo Han Zhipeng Liang Fan Yang Liu Liu Lanqing Li ... P. Zhao Qinghua Hu Bing Wu Changqing Zhang Jianhua Yao 37 3 0 09 Apr 2023
Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation Liyan Chen Weihan Wang Philippos Mordohai UQCV 19 27 0 31 Mar 2023
SemHint-MD: Learning from Noisy Semantic Labels for Self-Supervised Monocular Depth Estimation Shan Lin Yuheng Zhi Michael C. Yip MDE 34 2 0 31 Mar 2023
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective Weixia Zhang Guangtao Zhai Ying Wei Xiaokang Yang Kede Ma VLM 46 173 0 27 Mar 2023
CRRS: Concentric Rectangles Regression Strategy for Multi-point Representation on Fisheye Images Xihan Wang Xi Xu Yu Gao Yi Yang Yufeng Yue M. Fu 27 0 0 26 Mar 2023
LiDARFormer: A Unified Transformer-based Multi-task Network for LiDAR Perception Zixiang Zhou Dongqiangzi Ye Weijia Chen Yufei Xie Yu Wang Panqu Wang H. Foroosh 38 10 0 21 Mar 2023
Unsupervised Self-Driving Attention Prediction via Uncertainty Mining and Knowledge Embedding Pengfei Zhu Mengshi Qi Xia Li Weijian Li Huadong Ma 23 6 0 17 Mar 2023
Efficient Computation Sharing for Multi-Task Visual Scene Understanding Sara Shoouri Mingyu Yang Zichen Fan Hun-Seok Kim MoE 31 3 0 16 Mar 2023
Efficient Diffusion Training via Min-SNR Weighting Strategy Tiankai Hang Shuyang Gu Chen Li Jianmin Bao Dong Chen Han Hu Xin Geng B. Guo 30 151 0 16 Mar 2023
Relational Multi-Task Learning: Modeling Relations between Data and Tasks Kaidi Cao Jiaxuan You J. Leskovec 25 17 0 14 Mar 2023
Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaging Zdravko Marinov Simon Reiß D. Kersting Jens Kleesiek Rainer Stiefelhagen 38 12 0 13 Mar 2023
Vessel-Promoted OCT to OCTA Image Translation by Heuristic Contextual Constraints Yu Cai Weiwen Zhang Xiaomeng Li Hao Chen Lin An Yanwu Xu Kwang-Ting Cheng DiffM MedIm 34 0 0 13 Mar 2023
Functional Knowledge Transfer with Self-supervised Representation Learning Prakash Chandra Chhipa Muskan Chopra G. Mengi Varun Gupta Richa Upadhyay Meenakshi Subhash Chippa Kanjar De Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL 21 2 0 12 Mar 2023
RotoGBML: Towards Out-of-Distribution Generalization for Gradient-Based Meta-Learning Min Zhang Zifeng Zhuang Zhitao Wang Donglin Wang Wen-Bin Li 46 5 0 12 Mar 2023
Adaptive Weight Assignment Scheme For Multi-task Learning A. Huq Mst. Tasnim Pervin 18 0 0 10 Mar 2023
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining Shixiang Tang Cheng Chen Qingsong Xie Meilin Chen Yizhou Wang ... Feng Zhu Haiyang Yang Li Yi Rui Zhao Wanli Ouyang VLM 37 36 0 10 Mar 2023
FastFill: Efficient Compatible Model Update Florian Jaeckle Fartash Faghri Ali Farhadi Oncel Tuzel Hadi Pouransari 44 3 0 08 Mar 2023
Fighting noise and imbalance in Action Unit detection problems Gauthier Tallec Arnaud Dapogny Kévin Bailly CVBM 14 1 0 06 Mar 2023
FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion Tasks Xiaoping Han Xiatian Zhu Licheng Yu Li Zhang Yi-Zhe Song Tao Xiang VLM 29 38 0 04 Mar 2023
Building Floorspace in China: A Dataset and Learning Pipeline P. Egger Susie Xi Rao S. Papini 11 0 0 03 Mar 2023
Visual Exemplar Driven Task-Prompting for Unified Perception in Autonomous Driving Xiwen Liang Minzhe Niu Jianhua Han Hang Xu Chunjing Xu Xiaodan Liang VLM 36 14 0 03 Mar 2023
DejaVu: Conditional Regenerative Learning to Enhance Dense Prediction Shubhankar Borse Debasmit Das Hyojin Park H. Cai Risheek Garrepalli Fatih Porikli 48 9 0 02 Mar 2023
Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Review Yining Shi Kun Jiang Jiusi Li Zelin Qian Jun Wen Mengmeng Yang Ke Wang Diange Yang 91 25 0 02 Mar 2023
Multi-Task Self-Supervised Time-Series Representation Learning Heejeong Choi Pilsung Kang AI4TS SSL 55 11 0 02 Mar 2023
Multi-task neural networks by learned contextual inputs Anders T. Sandnes B. Grimstad O. Kolbjørnsen 22 1 0 01 Mar 2023
MDF-Net for abnormality detection by fusing X-rays with clinical data Chih-Jou Hsieh Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Jacinto C. Nascimento Joaquim A. Jorge Catarina Moreira 18 8 0 26 Feb 2023
Scalable Attribution of Adversarial Attacks via Multi-Task Learning Zhongyi Guo Keji Han Yao Ge Wei Ji Yun Li AAML 37 2 0 25 Feb 2023
Recon: Reducing Conflicting Gradients from the Root for Multi-Task Learning Guangyuan Shi Qimai Li Wenlong Zhang Jiaxin Chen Xiao-Ming Wu 41 33 0 22 Feb 2023
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis Weiqin Zhao Shujun Wang Maximus C. F. Yeung Tianye Niu Lequan Yu 49 9 0 21 Feb 2023
MaxGNR: A Dynamic Weight Strategy via Maximizing Gradient-to-Noise Ratio for Multi-Task Learning Caoyun Fan Wenqing Chen Jidong Tian Yitian Li Hao He Yaohui Jin 19 2 0 18 Feb 2023