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
Physics-informed MTA-UNet: Prediction of Thermal Stress and Thermal Deformation of Satellites Zeyu Cao Wenjuan Yao Wei Peng Xiaoya Zhang K. Bao AI4CE 40 10 0 01 Sep 2022
SemSegDepth: A Combined Model for Semantic Segmentation and Depth Completion J. Lagos Esa Rahtu VLM 3DV 40 5 0 01 Sep 2022
Towards Optimization and Model Selection for Domain Generalization: A Mixup-guided Solution Wang Lu Jindong Wang Yidong Wang Xingxu Xie OOD 37 5 0 01 Sep 2022
Prompt Tuning with Soft Context Sharing for Vision-Language Models Kun Ding Ying Wang Pengzhang Liu Qiang Yu Hao Zhang Shiming Xiang Chunhong Pan VPVLM VLM 34 14 0 29 Aug 2022
Domain-informed graph neural networks: a quantum chemistry case study Jay Morgan A. Paiement C. Klinke GNN 38 4 0 25 Aug 2022
Retinal Structure Detection in OCTA Image via Voting-based Multi-task Learning Jinkui Hao Ting-Li Shen Xueli Zhu Yonghuai Liu Ardhendu Behera Dan Zhang Bang Chen Jiang-Dong Liu Jiong Zhang Yitian Zhao 49 24 0 23 Aug 2022
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing Naresh Gurulingan Elahe Arani Bahram Zonooz 24 1 0 19 Aug 2022
Gradient-Based Meta-Learning Using Uncertainty to Weigh Loss for Few-Shot Learning Lin Ding Peng Liu Wenfeng Shen Weijia Lu Shengbo Chen UQCV 32 3 0 17 Aug 2022
Benchmarking Joint Face Spoofing and Forgery Detection with Visual and Physiological Cues Zitong Yu Rizhao Cai Zhi Li Wenhan Yang Jingang Shi Alex C. Kot AAML CVBM 44 33 0 10 Aug 2022
Multi-Task Transformer with uncertainty modelling for Face Based Affective Computing Gauthier Tallec Jules Bonnard Arnaud Dapogny Kévin Bailly CVBM 31 0 0 06 Aug 2022
HaloAE: An HaloNet based Local Transformer Auto-Encoder for Anomaly Detection and Localization É. Mathian H. Liu L. Fernandez-Cuesta Dimitris Samaras M. Foll L. Chen ViT 33 12 0 06 Aug 2022
On the Limitations of Sociodemographic Adaptation with Transformers Chia-Chien Hung Anne Lauscher Dirk Hovy Simone Paolo Ponzetto Goran Glavaš 37 0 0 01 Aug 2022
Portrait Interpretation and a Benchmark Yixuan Fan Zhaopeng Dou Yali Li Shengjin Wang 19 0 0 27 Jul 2022
UFO: Unified Feature Optimization Teng Xi Yifan Sun Deli Yu Bi Li Nan Peng ... Haocheng Feng Junyu Han Jingtuo Liu Errui Ding Jingdong Wang 37 10 0 21 Jul 2022
Deep Preconditioners and their application to seismic wavefield processing M. Ravasi 40 2 0 20 Jul 2022
You Should Look at All Objects Zhenchao Jin Dongdong Yu Luchuan Song Zehuan Yuan Lequan Yu ObjD 11 23 0 16 Jul 2022
ST-P3: End-to-end Vision-based Autonomous Driving via Spatial-Temporal Feature Learning Shengchao Hu Li Chen Peng Wu Hongyang Li Junchi Yan Dacheng Tao 31 229 0 15 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 30 2 0 14 Jul 2022
Collaborative Uncertainty Benefits Multi-Agent Multi-Modal Trajectory Forecasting Bohan Tang Yiqi Zhong Chenxin Xu Wei Wu Ulrich Neumann Yanfeng Wang Ya Zhang Siheng Chen 41 9 0 11 Jul 2022
Efficient Multi-Task RGB-D Scene Analysis for Indoor Environments Daniel Seichter Söhnke Benedikt Fischedick Mona Köhler H. Groß 37 35 0 10 Jul 2022
Smart Multi-tenant Federated Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 38 2 0 09 Jul 2022
kMaX-DeepLab: k-means Mask Transformer Qihang Yu Huiyu Wang Siyuan Qiao Maxwell D. Collins Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 40 18 0 08 Jul 2022
Beyond Transfer Learning: Co-finetuning for Action Localisation Anurag Arnab Xuehan Xiong A. Gritsenko Rob Romijnders Josip Djolonga Mostafa Dehghani Chen Sun Mario Lucic Cordelia Schmid 38 8 0 08 Jul 2022
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition Jiang Li Xiaoping Wang Guoqing Lv Zhigang Zeng 44 37 0 06 Jul 2022
Multi-task Driver Steering Behaviour Modeling Using Time-Series Transformer Yang Xing Wenbo Li Xiaoyu Mo Chen Lv 31 2 0 01 Jul 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving Markus Schön M. Buchholz Klaus C. J. Dietmayer 3DPC 3DGS 35 42 0 27 Jun 2022
SARNet: Semantic Augmented Registration of Large-Scale Urban Point Clouds Chao-Jung Liu Jianwei Guo Yinchang Zhou Zhirong Liang Xiaopeng Zhang Zhanglin Cheng 3DPC 35 3 0 27 Jun 2022
Noise-aware Physics-informed Machine Learning for Robust PDE Discovery Pongpisit Thanasutives Takeshi Morita M. Numao Ken-ichi Fukui PINN AI4CE 41 18 0 26 Jun 2022
LidarMultiNet: Unifying LiDAR Semantic Segmentation, 3D Object Detection, and Panoptic Segmentation in a Single Multi-task Network Dongqiangzi Ye Weijia Chen Zixiang Zhou Yufei Xie Yu Wang Panqu Wang H. Foroosh 3DPC 23 11 0 23 Jun 2022
Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression Meishu Song Zijiang Yang Andreas Triantafyllopoulos Xin Jing Vincent Karas Xie Jiangjian Zixing Zhang Yamamoto Yoshiharu Bjoern W. Schuller 22 6 0 22 Jun 2022
Semantics-Depth-Symbiosis: Deeply Coupled Semi-Supervised Learning of Semantics and Depth Nitin Bansal Pan Ji Junsong Yuan Yi Tian Xu MDE 38 3 0 21 Jun 2022
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation Qihang Yu Huiyu Wang Dahun Kim Siyuan Qiao Maxwell D. Collins Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT MedIm 37 90 0 17 Jun 2022
Cross-task Attention Mechanism for Dense Multi-task Learning Ivan Lopes Tuan-Hung Vu Raoul de Charette 24 26 0 17 Jun 2022
Learning to Teach Fairness-aware Deep Multi-task Learning Arjun Roy Eirini Ntoutsi 33 7 0 16 Jun 2022
Simple-BEV: What Really Matters for Multi-Sensor BEV Perception? Adam W. Harley Zhaoyuan Fang Jie Li Rares Andrei Ambrus Katerina Fragkiadaki 51 117 0 16 Jun 2022
Waymo Open Dataset: Panoramic Video Panoptic Segmentation Jieru Mei A. Z. Zhu Xinchen Yan Han Yan Siyuan Qiao Yukun Zhu Liang-Chieh Chen Henrik Kretzschmar Dragomir Anguelov 39 52 0 15 Jun 2022
A Survey on Uncertainty Reasoning and Quantification for Decision Making: Belief Theory Meets Deep Learning Zhen Guo Zelin Wan Qisheng Zhang Xujiang Zhao F. Chen Jin-Hee Cho Qi Zhang Lance M. Kaplan Dong-Ho Jeong A. Jøsang UQCV EDL 30 10 0 12 Jun 2022
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs Jinguo Zhu Xizhou Zhu Wenhai Wang Xiaohua Wang Hongsheng Li Xiaogang Wang Jifeng Dai MoMe MoE 39 66 0 09 Jun 2022
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization Adrián Javaloy Maryam Meghdadi Isabel Valera 32 27 0 09 Jun 2022
Deep Neural Network for Blind Visual Quality Assessment of 4K Content Wei Lu Wei Sun Xiongkuo Min Wenhan Zhu Quan Zhou Junxia He Qiyuan Wang Zicheng Zhang Tao Wang Guangtao Zhai 23 49 0 09 Jun 2022
Stochastic Multiple Target Sampling Gradient Descent Hoang Phan Ngoc N. Tran Trung Le Toan M. Tran Nhat Ho Dinh Q. Phung 40 14 0 04 Jun 2022
Compressed Hierarchical Representations for Multi-Task Learning and Task Clustering João Machado de Freitas Sebastian Berg Bernhard C. Geiger Manfred Mücke 21 1 0 31 May 2022
Tackling Multiple Tasks with One Single Learning Framework Michael Yang BDL 18 0 0 29 May 2022
Multi-Source Transfer Learning for Deep Model-Based Reinforcement Learning Remo Sasso M. Sabatelli M. Wiering 49 9 0 28 May 2022
Multi-Task Learning with Multi-Query Transformer for Dense Prediction Yangyang Xu Xiangtai Li Haobo Yuan Yibo Yang Lefei Zhang ViT 33 45 0 28 May 2022
EmoInHindi: A Multi-label Emotion and Intensity Annotated Dataset in Hindi for Emotion Recognition in Dialogues G. Singh Priyanshu Priya Mauajama Firdaus Asif Ekbal P. Bhattacharyya 21 12 0 27 May 2022
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems Andrea Gesmundo J. Dean 40 23 0 25 May 2022
muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems Andrea Gesmundo J. Dean 41 19 0 22 May 2022
Improving Multi-Task Generalization via Regularizing Spurious Correlation Ziniu Hu Zhe Zhao Xinyang Yi Tiansheng Yao Lichan Hong Yizhou Sun Ed H. Chi OOD LRM 98 29 0 19 May 2022
Predicting failure characteristics of structural materials via deep learning based on nondestructive void topology Leslie Ching Ow Tiong Gunjick Lee S. Sohn Donghun Kim AI4CE 19 1 0 17 May 2022