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
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs Yanlin Wang Hui Li 10 85 0 17 Mar 2021
Generalized Contrastive Optimization of Siamese Networks for Place Recognition María Leyva-Vallina N. Strisciuglio N. Petkov 10 32 0 11 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 37 60 0 10 Mar 2021
Revisiting Model's Uncertainty and Confidences for Adversarial Example Detection Ahmed Aldahdooh W. Hamidouche Olivier Déforges AAML 21 28 0 09 Mar 2021
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic Parsing Tianfei Zhou Wenguan Wang Si Liu Yi Yang Luc Van Gool 3DH 27 64 0 08 Mar 2021
"Sharks are not the threat humans are": Argument Component Segmentation in School Student Essays Tariq Alhindi Debanjan Ghosh 24 12 0 08 Mar 2021
Improving Text-to-SQL with Schema Dependency Learning Binyuan Hui Xiang Shi Ruiying Geng Binhua Li Yongbin Li Jian Sun Xiao-Dan Zhu 37 38 0 07 Mar 2021
A Simple and Efficient Multi-task Network for 3D Object Detection and Road Understanding Di Feng Yiyang Zhou Chenfeng Xu Masayoshi Tomizuka Wei Zhan 3DPC 14 30 0 06 Mar 2021
RotoGrad: Gradient Homogenization in Multitask Learning Adrián Javaloy Isabel Valera 26 86 0 03 Mar 2021
Multi-task Learning by Leveraging the Semantic Information Fan Zhou B. Chaib-draa Boyu Wang 35 12 0 03 Mar 2021
IIE-NLP-Eyas at SemEval-2021 Task 4: Enhancing PLM for ReCAM with Special Tokens, Re-Ranking, Siamese Encoders and Back Translation Yuqiang Xie Luxi Xing Wei Peng Yue Hu 15 4 0 25 Feb 2021
STEP: Segmenting and Tracking Every Pixel Mark Weber Jun Xie Maxwell D. Collins Yukun Zhu P. Voigtlaender ... Bastian Leibe Daniel Cremers Aljosa Osep Laura Leal-Taixé Liang-Chieh Chen VOS 27 75 0 23 Feb 2021
Meta-Learning Dynamics Forecasting Using Task Inference Rui Wang Robin Walters Rose Yu OOD AI4TS AI4CE 29 32 0 20 Feb 2021
Learning to Recognize Actions on Objects in Egocentric Video with Attention Dictionaries Swathikiran Sudhakaran Sergio Escalera Oswald Lanz EgoV 27 15 0 16 Feb 2021
OmniDet: Surround View Cameras based Multi-task Visual Perception Network for Autonomous Driving Varun Ravi Kumar S. Yogamani Hazem Rashed Ganesh Sitsu Christian Witt Isabelle Leang Stefan Milz Patrick Mäder 41 90 0 15 Feb 2021
Multi-Objective Meta Learning Feiyang Ye Baijiong Lin Zhixiong Yue Pengxin Guo Qiao Xiao Yu Zhang 49 47 0 14 Feb 2021
Collaborative Intelligence: Challenges and Opportunities Ivan V. Bajić Weisi Lin Yonghong Tian 18 52 0 13 Feb 2021
Multi-Task Self-Supervised Pre-Training for Music Classification Ho-Hsiang Wu Chieh-Chi Kao Qingming Tang Ming Sun Brian McFee J. P. Bello Chao Wang SSL 39 37 0 05 Feb 2021
DEFT: Detection Embeddings for Tracking Mohamed Chaabane Peter Zhang J. Beveridge Stephen O'Hara VOT 91 88 0 03 Feb 2021
Trusted Multi-View Classification Zongbo Han Changqing Zhang Huazhu Fu Qiufeng Wang EDL 31 165 0 03 Feb 2021
Do Not Forget to Attend to Uncertainty while Mitigating Catastrophic Forgetting V. Kurmi Badri N. Patro Venkatesh Subramanian Vinay P. Namboodiri 49 22 0 03 Feb 2021
Learning Crisp Boundaries Using Deep Refinement Network and Adaptive Weighting Loss Yijun Cao Chuan Lin Yongjie Li 33 38 0 02 Feb 2021
Robust Representation Learning with Feedback for Single Image Deraining Chenghao Chen Hao Li 27 80 0 29 Jan 2021
Learning Twofold Heterogeneous Multi-Task by Sharing Similar Convolution Kernel Pairs Quan Feng Songcan Chen 20 6 0 29 Jan 2021
One Model to Serve All: Star Topology Adaptive Recommender for Multi-Domain CTR Prediction Xiang-Rong Sheng Liqin Zhao Guorui Zhou Xinyao Ding Binding Dai ... Siran Yang Jingshan Lv Chi Zhang Hongbo Deng Xiaoqiang Zhu LRM 22 177 0 27 Jan 2021
FedH2L: Federated Learning with Model and Statistical Heterogeneity Yiying Li Wei Zhou Huaimin Wang Haibo Mi Timothy M. Hospedales FedML 65 29 0 27 Jan 2021
"Laughing at you or with you": The Role of Sarcasm in Shaping the Disagreement Space Debanjan Ghosh Ritvik Shrivastava Smaranda Muresan 27 11 0 26 Jan 2021
Meta-Learning for Effective Multi-task and Multilingual Modelling Ishan Tarunesh Sushil Khyalia Vishwajeet Kumar Ganesh Ramakrishnan Preethi Jyothi 39 16 0 25 Jan 2021
The emergence of visual semantics through communication games Daniela Mihai Jonathon S. Hare SSL 19 4 0 25 Jan 2021
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial Networks Tianming Zhao Chunyang Chen Yuanning Liu Xiaodong Zhu Jilin University 29 56 0 25 Jan 2021
Hyperspectral Image Super-Resolution with Spectral Mixup and Heterogeneous Datasets Ke Li Dengxin Dai E. Konukoglu Luc Van Gool 30 7 0 19 Jan 2021
Object Tracking by Detection with Visual and Motion Cues Niels Ole Salscheider VOT 18 5 0 19 Jan 2021
SOSD-Net: Joint Semantic Object Segmentation and Depth Estimation from Monocular images Lei He Jiwen Lu Guanghui Wang Shiyu Song Jie Zhou 54 69 0 19 Jan 2021
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction John Phillips Julieta Martinez Ioan Andrei Bârsan Sergio Casas Abbas Sadat R. Urtasun 35 36 0 17 Jan 2021
VideoClick: Video Object Segmentation with a Single Click N. Homayounfar Justin Liang Wei-Chiu Ma R. Urtasun VOS 31 5 0 16 Jan 2021
Attention-based multi-task learning for speech-enhancement and speaker-identification in multi-speaker dialogue scenario Chiang-Jen Peng Yun-Ju Chan Cheng Yu Syu-Siang Wang Yu Tsao T. Chi 21 3 0 07 Jan 2021
PandaNet : Anchor-Based Single-Shot Multi-Person 3D Pose Estimation Abdallah Benzine Florian Chabot B. Luvison Q. C. Pham Catherine Achard 3DH 135 57 0 07 Jan 2021
Single Shot Multitask Pedestrian Detection and Behavior Prediction Prateek Agrawal P. Brahma 21 4 0 06 Jan 2021
Task Uncertainty Loss Reduce Negative Transfer in Asymmetric Multi-task Feature Learning Rafael Peres da Silva Chayaporn Suphavilai N. Nagarajan 19 1 0 17 Dec 2020
ReferentialGym: A Nomenclature and Framework for Language Emergence & Grounding in (Visual) Referential Games Kevin Denamganai James Alfred Walker 14 6 0 17 Dec 2020
A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings Davide Buffelli Fabio Vandin AI4CE 20 14 0 12 Dec 2020
Uncertainty-Aware Deep Calibrated Salient Object Detection Jing Zhang Yuchao Dai Xin Yu Mehrtash Harandi Nick Barnes Richard I. Hartley UQCV EDL 28 6 0 10 Dec 2020
COVID-MTL: Multitask Learning with Shift3D and Random-weighted Loss for Automated Diagnosis and Severity Assessment of COVID-19 Guoqing Bao Huai Chen Tongliang Liu G. Gong Yong Yin Lisheng Wang Xiuying Wang 21 24 0 10 Dec 2020
Multi-Model Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation Naif Alshammari S. Akçay T. Breckon 16 0 0 09 Dec 2020
Competitive Simplicity for Multi-Task Learning for Real-Time Foggy Scene Understanding via Domain Adaptation Naif Alshammari S. Akçay T. Breckon 24 4 0 09 Dec 2020
ViP-DeepLab: Learning Visual Perception with Depth-aware Video Panoptic Segmentation Siyuan Qiao Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen MDE 21 143 0 09 Dec 2020
One-Vote Veto: Semi-Supervised Learning for Low-Shot Glaucoma Diagnosis Rui Fan C. Bowd Nicole Brye Mark Christopher R. Weinreb D. Kriegman L. Zangwill 33 12 0 09 Dec 2020
Sparse Single Sweep LiDAR Point Cloud Segmentation via Learning Contextual Shape Priors from Scene Completion Xu Yan Jiantao Gao Jie Li Ruimao Zhang Zhen Li Rui Huang Shuguang Cui 3DPC 34 265 0 07 Dec 2020
Ada-Segment: Automated Multi-loss Adaptation for Panoptic Segmentation Gengwei Zhang Yiming Gao Hang Xu Hao Zhang Zhenguo Li Xiaodan Liang SSeg 49 5 0 07 Dec 2020
Bifold and Semantic Reasoning for Pedestrian Behavior Prediction Amir Rasouli Mohsen Rohani Jun Luo 48 52 0 06 Dec 2020