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 / 1,295 papers shown

Title
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 20 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 19 62 0 14 Aug 2019
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task Distillation Jogendra Nath Kundu Nishank Lakkakula R. Venkatesh Babu 19 59 0 11 Aug 2019
Semi-supervised Skin Detection by Network with Mutual Guidance Yi He Jiayuan Shi Chuan Wang Haibin Huang Jiaming Liu Guanbin Li Risheng Liu Jue Wang 3DH 14 19 0 06 Aug 2019
Learning a Unified Embedding for Visual Search at Pinterest Andrew Zhai Hao-Yu Wu Eric Tzeng Dong Huk Park Charles R. Rosenberg DML 30 50 0 05 Aug 2019
Sound source detection, localization and classification using consecutive ensemble of CRNN models Slawomir Kapka M. Lewandowski 16 66 0 02 Aug 2019
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation Min-Hung Chen Z. Kira G. Al-Regib Jaekwon Yoo Ruxin Chen Jian Zheng TTA AI4TS 19 179 0 30 Jul 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 21 268 0 27 Jul 2019
Object as Distribution Li Ding Lex Fridman 11 8 0 25 Jul 2019
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification Lukas Liebel Marco Körner 3DH 44 25 0 25 Jul 2019
Towards Adversarially Robust Object Detection Haichao Zhang Jianyu Wang AAML ObjD 23 130 0 24 Jul 2019
Conf-Net: Toward High-Confidence Dense 3D Point-Cloud with Error-Map Prediction Hamid Hekmatian Jingfu Jin S. Al-Stouhi 3DPC 3DV 22 4 0 23 Jul 2019
U4D: Unsupervised 4D Dynamic Scene Understanding A. Mustafa Chris Russell A. Hilton 25 6 0 23 Jul 2019
Vector Quantized Bayesian Neural Network Inference for Data Streams Namuk Park Taekyu Lee Songkuk Kim MQ 22 9 0 12 Jul 2019
Visual Tracking via Dynamic Memory Networks Tianyu Yang Antoni B. Chan 23 55 0 12 Jul 2019
Gated-SCNN: Gated Shape CNNs for Semantic Segmentation Towaki Takikawa David Acuna Varun Jampani Sanja Fidler 30 606 0 12 Jul 2019
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch Network Xing Liu Masanori Suganuma Xiyang Luo Takayuki Okatani 19 9 0 10 Jul 2019
Introduction to Camera Pose Estimation with Deep Learning Yoli Shavit Ron Ferens 25 67 0 08 Jul 2019
Associative Embedding for Game-Agnostic Team Discrimination M. Istasse Julien Moreau Christophe De Vleeschouwer 21 0 0 01 Jul 2019
NetTailor: Tuning the Architecture, Not Just the Weights Pedro Morgado Nuno Vasconcelos MQ 22 29 0 29 Jun 2019
Adaptive Deep Learning of Cross-Domain Loss in Collaborative Filtering Dimitrios Rafailidis Gerhard Weiss 11 1 0 29 Jun 2019
CNN-based synthesis of realistic high-resolution LiDAR data Larissa T. Triess David Peter Christoph B. Rist Markus Enzweiler Johann Marius Zöllner 3DPC 18 15 0 28 Jun 2019
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth D. Neven Bert De Brabandere Marc Proesmans Luc Van Gool SSeg ISeg 14 242 0 26 Jun 2019
Efficient Multi-Domain Network Learning by Covariance Normalization Yunsheng Li Nuno Vasconcelos OOD 22 32 0 24 Jun 2019
Learning to segment microscopy images with lazy labels Rihuan Ke Aurélie Bugeau Nicolas Papadakis Peter Schütz Carola-Bibiane Schönlieb 14 10 0 20 Jun 2019
Monocular 3D Object Detection and Box Fitting Trained End-to-End Using Intersection-over-Union Loss Eskil Jörgensen Christopher Zach Fredrik Kahl 3DPC 31 76 0 19 Jun 2019
Boosting Supervision with Self-Supervision for Few-shot Learning Jong-Chyi Su Subhransu Maji B. Hariharan SSL AI4MH 15 19 0 17 Jun 2019
Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining R. Yasarla Vishal M. Patel 16 265 0 12 Jun 2019
Attending to Discriminative Certainty for Domain Adaptation V. Kurmi Shanu Kumar Vinay P. Namboodiri OOD 19 108 0 08 Jun 2019
Multimodal End-to-End Autonomous Driving Yi Xiao Felipe Codevilla A. Gurram O. Urfalioglu Antonio M. López 17 239 0 07 Jun 2019
Visual Person Understanding through Multi-Task and Multi-Dataset Learning Kilian Pfeiffer Alexander Hermans István Sárándi Mark Weber Bastian Leibe 3DH 19 5 0 07 Jun 2019
A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching Jihun Choi Taeuk Kim Sang-goo Lee BDL 39 6 0 04 Jun 2019
What Makes Training Multi-Modal Classification Networks Hard? Weiyao Wang Du Tran Matt Feiszli 23 440 0 29 May 2019
Countering Noisy Labels By Learning From Auxiliary Clean Labels Tsung Wei Tsai Chongxuan Li Jun Zhu SSL 8 1 0 23 May 2019
Spatial Sampling Network for Fast Scene Understanding Davide Mazzini Raimondo Schettini 3DPC SSeg 21 21 0 22 May 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas J. Guibas Jitendra Malik Silvio Savarese 18 502 0 18 May 2019
Efficient Ladder-style DenseNets for Semantic Segmentation of Large Images Ivan Kreso Josip Krapac Sinisa Segvic SSeg 23 53 0 14 May 2019
Deep Neural Networks for Marine Debris Detection in Sonar Images Matias Valdenegro-Toro 27 25 0 13 May 2019
FastDraw: Addressing the Long Tail of Lane Detection by Adapting a Sequential Prediction Network Jonah Philion 17 159 0 10 May 2019
Simultaneous Object Detection and Semantic Segmentation Niels Ole Salscheider SSeg VLM 14 18 0 06 May 2019
3D Packing for Self-Supervised Monocular Depth Estimation Vitor Campagnolo Guizilini Rares Ambrus Sudeep Pillai Allan Raventos Adrien Gaidon SSL 3DPC MDE 11 636 0 06 May 2019
Seamless Scene Segmentation Lorenzo Porzi Samuel Rota Buló Aleksander Colovic Peter Kontschieder SSeg 27 207 0 03 May 2019
Enhanced free space detection in multiple lanes based on single CNN with scene identification Fabio Pizzati F. García 22 33 0 02 May 2019
Deep Likelihood Network for Image Restoration with Multiple Degradation Levels Yiwen Guo Ming Lu W. Zuo Changshui Zhang Yurong Chen SupR 16 0 0 19 Apr 2019
Automated Focal Loss for Image based Object Detection Michael Weber Michael Fürst Johann Marius Zöllner 21 26 0 19 Apr 2019
DeepLocalization: Landmark-based Self-Localization with Deep Neural Networks Nico Engel S. Hörmann Markus Horn Vasileios Belagiannis Klaus C. J. Dietmayer SSL 34 34 0 18 Apr 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 77 244 0 18 Apr 2019
MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning Sumanth Chennupati Ganesh Sistu S. Yogamani S. Rawashdeh 25 91 0 15 Apr 2019
Multi-Channel Attention Selection GAN with Cascaded Semantic Guidance for Cross-View Image Translation Hao Tang Dan Xu N. Sebe Yanzhi Wang Jason J. Corso Yan Yan 45 205 0 15 Apr 2019
PWOC-3D: Deep Occlusion-Aware End-to-End Scene Flow Estimation Rohan Saxena René Schuster Oliver Wasenmüller D. Stricker 3DPC 11 42 0 12 Apr 2019