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"

50 / 1,293 papers shown

Title
Point Cloud Instance Segmentation using Probabilistic Embeddings Biao Zhang Peter Wonka 3DPC 17 66 0 30 Nov 2019
Product Knowledge Graph Embedding for E-commerce Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan 6 106 0 28 Nov 2019
AdaShare: Learning What To Share For Efficient Deep Multi-Task Learning Ximeng Sun Rameswar Panda Rogerio Feris Kate Saenko 18 259 0 27 Nov 2019
Transfer Learning in Visual and Relational Reasoning T. S. Jayram Vincent Marois Tomasz Kornuta V. Albouy Emre Sevgen A. Ozcan NAI OOD LRM 14 2 0 27 Nov 2019
BHIN2vec: Balancing the Type of Relation in Heterogeneous Information Network Seonghyeon Lee Chanyoung Park Hwanjo Yu 17 19 0 26 Nov 2019
Multi-Task Learning of Height and Semantics from Aerial Images Marcela Carvalho Bertrand Le Saux Pauline Trouvé-Peloux F. Champagnat Andrés Almansa 17 46 0 18 Nov 2019
Avoiding hashing and encouraging visual semantics in referential emergent language games Daniela Mihai Jonathon S. Hare 12 5 0 13 Nov 2019
Learning Sparse Sharing Architectures for Multiple Tasks Tianxiang Sun Yunfan Shao Xiaonan Li Pengfei Liu Hang Yan Xipeng Qiu Xuanjing Huang MoE 22 128 0 12 Nov 2019
Dynamic Deep Multi-task Learning for Caricature-Visual Face Recognition Zuheng Ming J. Burie M. Luqman CVBM 11 2 0 08 Nov 2019
Dynamic Multi-Task Learning for Face Recognition with Facial Expression Zuheng Ming J. Xia M. Luqman J. Burie Kai Zhao CVBM 13 25 0 08 Nov 2019
LapNet : Automatic Balanced Loss and Optimal Assignment for Real-Time Dense Object Detection Florian Chabot Q. C. Pham Mohamed Chaouch ObjD 17 8 0 04 Nov 2019
Single-Shot Panoptic Segmentation Mark Weber Jonathon Luiten Bastian Leibe 19 22 0 02 Nov 2019
Generalization in multitask deep neural classifiers: a statistical physics approach Tyler Lee A. Ndirango AI4CE 16 20 0 30 Oct 2019
Weakly Supervised Multi-Task Learning for Cell Detection and Segmentation Alireza Chamanzar Yao Nie 11 53 0 27 Oct 2019
SpatialFlow: Bridging All Tasks for Panoptic Segmentation Qiang Chen Anda Cheng Xiangyu He Peisong Wang Jian Cheng 19 29 0 19 Oct 2019
Panoptic-DeepLab Bowen Cheng Maxwell D. Collins Yukun Zhu Ting Liu Thomas S. Huang Hartwig Adam Liang-Chieh Chen 18 604 0 10 Oct 2019
Learning to Generalize One Sample at a Time with Self-Supervision A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL OOD 14 4 0 09 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 15 168 0 08 Oct 2019
Evaluating Scalable Uncertainty Estimation Methods for DNN-Based Molecular Property Prediction Gabriele Scalia Colin A. Grambow Barbara Pernici Yi‐Pei Li W. Green BDL 12 8 0 07 Oct 2019
Learning Navigation by Visual Localization and Trajectory Prediction Iulia Paraicu Marius Leordeanu SSL LLMSV 9 1 0 07 Oct 2019
Learning Continuous 3D Reconstructions for Geometrically Aware Grasping Mark Van der Merwe Qingkai Lu Balakumar Sundaralingam Martin Matak Tucker Hermans 3DV 15 88 0 02 Oct 2019
Joint Learning of Semantic Alignment and Object Landmark Detection Sangryul Jeon Dongbo Min Seungryong Kim K. Sohn ObjD 20 18 0 02 Oct 2019
Real-Time Semantic Stereo Matching Pier Luigi Dovesi Matteo Poggi Lorenzo Andraghetti Miquel Martí Hedvig Kjellström Alessandro Pieropan S. Mattoccia 3DV 16 71 0 01 Oct 2019
Addressing Failure Prediction by Learning Model Confidence Charles Corbière Nicolas Thome Avner Bar-Hen Matthieu Cord P. Pérez 17 281 0 01 Oct 2019
Chameleon: Learning Model Initializations Across Tasks With Different Schemas L. Brinkmeyer Rafael Rêgo Drumond Randolf Scholz Josif Grabocka Lars Schmidt-Thieme CLL 11 8 0 30 Sep 2019
Towards Real-Time Multi-Object Tracking Zhongdao Wang Liang Zheng Yixuan Liu Yali Li Shengjin Wang VOT 247 854 0 27 Sep 2019
Improved Schemes for Episodic Memory-based Lifelong Learning Yunhui Guo Mingrui Liu Tianbao Yang Tajana Simunic CLL 22 9 0 25 Sep 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Gaze Estimation for Assisted Living Environments P. Dias Damiano Malafronte Henry Medeiros Francesca Odone 15 32 0 19 Sep 2019
Multimodal Multitask Representation Learning for Pathology Biobank Metadata Prediction W. Weng Yuannan Cai Angela Lin Fraser Tan Po-Hsuan Cameron Chen 11 18 0 17 Sep 2019
Adaptive Scheduling for Multi-Task Learning Sébastien Jean Orhan Firat Melvin Johnson 14 43 0 13 Sep 2019
Multi-Sensor 3D Object Box Refinement for Autonomous Driving Peiliang Li Siqi Liu Shaojie Shen 3DPC 16 12 0 11 Sep 2019
Is Heuristic Sampling Necessary in Training Deep Object Detectors? Joya Chen Dong Liu Tong Bill Xu Shiwei Wu Yifei Cheng Enhong Chen ObjD VLM 20 12 0 11 Sep 2019
Disentangled Image Matting Shaofan Cai Xiaoshuai Zhang Haoqiang Fan Haibin Huang Jiangyu Liu Jiaming Liu Jiaying Liu Jue Wang Jian-jun Sun 70 116 0 10 Sep 2019
Confidence Measure Guided Single Image De-raining R. Yasarla Vishal M. Patel 22 51 0 10 Sep 2019
Subjectivity Learning Theory towards Artificial General Intelligence Xin Su Shangqi Guo Feng Chen AI4CE 9 2 0 09 Sep 2019
Self-supervised Dense 3D Reconstruction from Monocular Endoscopic Video Xingtong Liu Ayushi Sinha M. Ishii Gregory Hager Russell H. Taylor Mathias Unberath MDE 17 1 0 06 Sep 2019
Auxiliary Learning for Deep Multi-task Learning Yifan Liu Bohan Zhuang Chunhua Shen Hao Chen Wei Yin MoE 20 10 0 05 Sep 2019
SSAP: Single-Shot Instance Segmentation With Affinity Pyramid Naiyu Gao Yanhu Shan Yupei Wang Xin Zhao Yinan Yu Ming Yang Kaiqi Huang SSeg ISeg 32 225 0 04 Sep 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 16 457 0 31 Aug 2019
Multi-Task Learning with Language Modeling for Question Generation Wenjie Zhou Minghua Zhang Yunfang Wu 12 32 0 30 Aug 2019
Metric-based Regularization and Temporal Ensemble for Multi-task Learning using Heterogeneous Unsupervised Tasks D. Kim Seung Hyun Lee B. Song 17 3 0 29 Aug 2019
Stochastic Filter Groups for Multi-Task CNNs: Learning Specialist and Generalist Convolution Kernels Felix J. S. Bragman Ryutaro Tanno Sebastien Ourselin Daniel C. Alexander M. Jorge Cardoso 19 86 0 26 Aug 2019
Partially-supervised Mention Detection Lesly Miculicich James Henderson 11 6 0 26 Aug 2019
Consistent Classification with Generalized Metrics Xiaoyang Wang Ran Li Bowei Yan Oluwasanmi Koyejo 11 8 0 24 Aug 2019
Dialogue Coherence Assessment Without Explicit Dialogue Act Labels Mohsen Mesgar Sebastian Bücker Iryna Gurevych AuLLM 14 3 0 22 Aug 2019
Transferability and Hardness of Supervised Classification Tasks Anh Tran Cuong V Nguyen Tal Hassner 134 164 0 21 Aug 2019
U-CAM: Visual Explanation using Uncertainty based Class Activation Maps Badri N. Patro Mayank Lunayach Shivansh Patel Vinay P. Namboodiri FAtt UQCV 21 76 0 17 Aug 2019
To complete or to estimate, that is the question: A Multi-Task Approach to Depth Completion and Monocular Depth Estimation Amir Atapour-Abarghouei T. Breckon 3DV 15 12 0 15 Aug 2019
Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation Fernando Navarro Suprosanna Shit Ivan Ezhov Johannes C. Paetzold A. Gafita J. Peeken Stephanie E. Combs Bjoern H. Menze 11 62 0 14 Aug 2019