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
Image coding for machines: an end-to-end learned approach Nam Le Honglei Zhang Francesco Cricri Ramin Ghaznavi-Youvalari Esa Rahtu 6 91 0 23 Aug 2021
SIDE: Center-based Stereo 3D Detector with Structure-aware Instance Depth Estimation Xidong Peng Xinge Zhu Tai Wang Yuexin Ma 3DPC 26 24 0 22 Aug 2021
Exploring Data Aggregation and Transformations to Generalize across Visual Domains Antono DÍnnocente OOD 33 0 0 20 Aug 2021
Dual Projection Generative Adversarial Networks for Conditional Image Generation Ligong Han Martin Renqiang Min Anastasis Stathopoulos Yu Tian Ruijiang Gao Asim Kadav Dimitris N. Metaxas GAN 38 21 0 20 Aug 2021
Page-level Optimization of e-Commerce Item Recommendations Chieh Lo Hongliang Yu Xin Yin Krutika Shetty Changchen He Kathy Hu Justin Platz Adam Ilardi S. Madhvanath 24 10 0 12 Aug 2021
MultiTask-CenterNet (MCN): Efficient and Diverse Multitask Learning using an Anchor Free Approach Falk Heuer Sven Mantowsky S. S. Bukhari Georg Schneider 10 41 0 11 Aug 2021
How Self-Supervised Learning Can be Used for Fine-Grained Head Pose Estimation? Mahdi Pourmirzaei Farzaneh Esmaili G. Montazer Sasan Karamizadeh Seyedehsamaneh Shojaeilangari 32 0 0 10 Aug 2021
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks Naresh Gurulingan Elahe Arani Bahram Zonooz 33 7 0 10 Aug 2021
Dynamic Multi-Scale Loss Optimization for Object Detection Yihao Luo Xiang Cao Juntao Zhang Peng Cheng Tianjiang Wang Qi Feng ObjD 23 5 0 09 Aug 2021
Auto-encoder based Model for High-dimensional Imbalanced Industrial Data Chao Zhang Sthitie Bom AI4CE 13 14 0 04 Aug 2021
Controlled Text Generation as Continuous Optimization with Multiple Constraints Sachin Kumar Eric Malmi Aliaksei Severyn Yulia Tsvetkov BDL AI4CE 43 76 0 04 Aug 2021
Towards Robust Object Detection: Bayesian RetinaNet for Homoscedastic Aleatoric Uncertainty Modeling N. Khanzhina Alexey Lapenok Andrey Filchenkov UQCV 28 4 0 02 Aug 2021
LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh Rendering Kaibing Yang Renshu Gu Maoyu Wang M. Toyoura Gang Xu 3DH 20 14 0 01 Aug 2021
T-SVDNet: Exploring High-Order Prototypical Correlations for Multi-Source Domain Adaptation Ruihuang Li Xu Jia Jianzhong He Shuaijun Chen Q. Hu 30 35 0 30 Jul 2021
Towards robust vision by multi-task learning on monkey visual cortex Shahd Safarani Arne F. Nix K. Willeke Santiago A. Cadena Kelli Restivo George H. Denfield A. Tolias Fabian H. Sinz OOD 19 53 0 29 Jul 2021
Probabilistic and Geometric Depth: Detecting Objects in Perspective Tai Wang Xinge Zhu Jiangmiao Pang Dahua Lin 39 279 0 29 Jul 2021
Geometry Uncertainty Projection Network for Monocular 3D Object Detection Yan Lu Xinzhu Ma Lei Yang Tianzhu Zhang Yating Liu Qi Chu Junjie Yan Wanli Ouyang MDE 22 211 0 29 Jul 2021
Estimating Respiratory Rate From Breath Audio Obtained Through Wearable Microphones Agni Kumar Vikramjit Mitra Carolyn Oliver Adeeti V. Ullal Matt Biddulph Irida Mance 27 29 0 28 Jul 2021
Exceeding the Limits of Visual-Linguistic Multi-Task Learning Cameron R. Wolfe Keld T. Lundgaard VLM 45 2 0 27 Jul 2021
Training multi-objective/multi-task collocation physics-informed neural network with student/teachers transfer learnings B. Bahmani WaiChing Sun PINN AI4CE 36 17 0 24 Jul 2021
Adaptive Transfer Learning on Graph Neural Networks Xueting Han Zhenhuan Huang Bang An Jing Bai 30 57 0 19 Jul 2021
A Modulation Layer to Increase Neural Network Robustness Against Data Quality Issues M. Abdelhack Jiaming Zhang Sandhya Tripathi Bradley A. Fritz Daniel Felsky M. Avidan Yixin Chen C. King 19 2 0 19 Jul 2021
Weakly-supervised Part-Attention and Mentored Networks for Vehicle Re-Identification Li Tang Yi Wang Lap-Pui Chau 3DPC 19 23 0 17 Jul 2021
Attention-based Vehicle Self-Localization with HD Feature Maps Nico Engel Vasileios Belagiannis Klaus C. J. Dietmayer 3DPC 35 2 0 16 Jul 2021
Prb-GAN: A Probabilistic Framework for GAN Modelling Blessen George V. Kurmi Vinay P. Namboodiri GAN 38 0 0 12 Jul 2021
Inverse-Dirichlet Weighting Enables Reliable Training of Physics Informed Neural Networks S. Maddu D. Sturm Christian L. Müller I. Sbalzarini AI4CE 29 81 0 02 Jul 2021
Disentangling Transfer and Interference in Multi-Domain Learning Yipeng Zhang Tyler L. Hayes Christopher Kanan 50 3 0 02 Jul 2021
Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy Anuja Vats Marius Pedersen A. Mohammed Ø. Hovde 22 7 0 30 Jun 2021
An Uncertainty Estimation Framework for Probabilistic Object Detection Zongyao Lyu Nolan B. Gutierrez William J. Beksi UQCV 30 2 0 28 Jun 2021
Multitask Learning for Scalable and Dense Multilayer Bayesian Map Inference Lu Gan Youngji Kim J. Grizzle Jeffrey M. Walls Ayoung Kim Ryan Eustice Maani Ghaffari 32 15 0 28 Jun 2021
Prior-Induced Information Alignment for Image Matting Yuhao Liu Jiake Xie Yu Qiao Yong Tang and Xin Yang 11 14 0 28 Jun 2021
In-N-Out: Towards Good Initialization for Inpainting and Outpainting Changho Jo Woobin Im Sung-eui Yoon 22 7 0 26 Jun 2021
Cross-Modal Knowledge Distillation Method for Automatic Cued Speech Recognition Jianrong Wang Zi-yue Tang Xuewei Li Mei Yu Qiang Fang Li Liu BDL 13 14 0 25 Jun 2021
VOGUE: Answer Verbalization through Multi-Task Learning Endri Kacupaj Shyamnath Premnadh Kuldeep Singh Jens Lehmann M. Maleshkova 18 7 0 24 Jun 2021
Exploring Depth Contribution for Camouflaged Object Detection Mochu Xiang Jing Zhang Yun-Qiu Lv Aixuan Li Yiran Zhong Yuchao Dai 27 13 0 24 Jun 2021
Deep3DPose: Realtime Reconstruction of Arbitrarily Posed Human Bodies from Single RGB Images Liguo Jiang Miaopeng Li Jianjie Zhang Congyi Wang Juntao Ye Xinguo Liu Jinxiang Chai 3DH 21 0 0 22 Jun 2021
Attention-based cross-modal fusion for audio-visual voice activity detection in musical video streams Yuanbo Hou Zhesong Yu Xia Liang Xingjian Du Bilei Zhu Zejun Ma Dick Botteldooren 15 3 0 21 Jun 2021
Estimating MRI Image Quality via Image Reconstruction Uncertainty Richard Shaw Carole H. Sudre Sebastien Ourselin M. Jorge Cardoso 19 3 0 21 Jun 2021
Medical Matting: A New Perspective on Medical Segmentation with Uncertainty Lin Wang Lie Ju Xin Wang Wanji He Donghao Zhang ... Zhiwen Yang Xuan-Liang Yao Xin Zhao Xiufen Ye Z. Ge 32 3 0 18 Jun 2021
DeepLab2: A TensorFlow Library for Deep Labeling Mark Weber Huiyu Wang Siyuan Qiao Jun Xie Maxwell D. Collins ... Laura Leal-Taixe Alan Yuille Florian Schroff Hartwig Adam Liang-Chieh Chen VLM 27 47 0 17 Jun 2021
Deep Learning Through the Lens of Example Difficulty R. Baldock Hartmut Maennel Behnam Neyshabur 47 156 0 17 Jun 2021
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation Haoxiang Wang Han Zhao Bo-wen Li 37 88 0 16 Jun 2021
To Raise or Not To Raise: The Autonomous Learning Rate Question Xiaomeng Dong Tao Tan Michael Potter Yun-Chan Tsai Gaurav Kumar V. R. Saripalli Theodore Trafalis OOD 13 2 0 16 Jun 2021
Multi-script Handwritten Digit Recognition Using Multi-task Learning Mesay Samuel Gondere Lars Schmidt-Thieme D. Sharma Randolf Scholz 13 3 0 15 Jun 2021
Coded-InvNet for Resilient Prediction Serving Systems Tuan Dinh Kangwook Lee 24 3 0 11 Jun 2021
Instance-Level Task Parameters: A Robust Multi-task Weighting Framework Pavan Kumar Anasosalu Vasu Shreyas Saxena Oncel Tuzel 24 5 0 11 Jun 2021
A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents Li Dong Matthew C. Spencer Amir Biagi 27 3 0 10 Jun 2021
Joint Landmark and Structure Learning for Automatic Evaluation of Developmental Dysplasia of the Hip Xindi Hu Limin Wang Xin Yang Xu Zhou Wufeng Xue ... Yuhao Huang Shuangping Guo N. Shang Dong Ni Ning Gu 16 14 0 10 Jun 2021
Fully differentiable model discovery G. Both R. Kusters PINN 18 2 0 09 Jun 2021
Active Speaker Detection as a Multi-Objective Optimization with Uncertainty-based Multimodal Fusion Baptiste Pouthier L. Pilati Leela K. Gudupudi C. Bouveyron F. Precioso 30 11 0 07 Jun 2021