Semi-supervised Multi-task Learning for Semantics and Depth

14 October 2021

Ming-Hsuan Yang

Papers citing "Semi-supervised Multi-task Learning for Semantics and Depth"

49 / 49 papers shown

Title
Instance-Level Task Parameters: A Robust Multi-task Weighting Framework Pavan Kumar Anasosalu Vasu Shreyas Saxena Oncel Tuzel 24 5 0 11 Jun 2021
InverseForm: A Loss Function for Structured Boundary-Aware Segmentation Shubhankar Borse Ying Wang Yizhe Zhang Fatih Porikli 37 114 0 06 Apr 2021
When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework Zhizhong Huang Junping Zhang Hongming Shan CVBM 37 77 0 02 Mar 2021
Densely connected multidilated convolutional networks for dense prediction tasks Naoya Takahashi Yuki Mitsufuji 3DV 33 65 0 21 Nov 2020
Joint Semantic Segmentation and Boundary Detection using Iterative Pyramid Contexts Mingmin Zhen Jinglu Wang Lei Zhou Shiwei Li Tianwei Shen Jiaxiang Shang Tian Fang Quan Long 41 129 0 16 Apr 2020
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task Learning Simon Vandenhende Stamatios Georgoulis Luc Van Gool 31 221 0 19 Jan 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 93 1,190 0 19 Jan 2020
Pattern-Affinitive Propagation across Depth, Surface Normal and Semantic Segmentation Zhenyu Zhang Zhen Cui Chunyan Xu Yan Yan N. Sebe Jian Yang MDE 52 283 0 08 Jun 2019
Bridging Stereo Matching and Optical Flow via Spatiotemporal Correspondence Hsueh-Ying Lai Yi-Hsuan Tsai Wei-Chen Chiu 45 80 0 22 May 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 153 249 0 18 Apr 2019
Learning Across Tasks and Domains Pierluigi Zama Ramirez A. Tonioni Samuele Salti Luigi Di Stefano 37 32 0 09 Apr 2019
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach Amir Atapour-Abarghouei T. Breckon MDE 45 34 0 26 Mar 2019
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference Jungbeom Lee Eunji Kim Sungmin Lee Jangho Lee Sungroh Yoon 41 421 0 27 Feb 2019
Synscapes: A Photorealistic Synthetic Dataset for Street Scene Parsing Magnus Wrenninge Jonas Unger 40 185 0 19 Oct 2018
Multi-Task Learning as Multi-Objective Optimization Ozan Sener V. Koltun 97 1,266 0 10 Oct 2018
Geometry meets semantics for semi-supervised monocular depth estimation Pierluigi Zama Ramirez Matteo Poggi Fabio Tosi S. Mattoccia Luigi Di Stefano MDE 57 112 0 09 Oct 2018
DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency Yuliang Zou Zelun Luo Jia-Bin Huang MDE 55 472 0 05 Sep 2018
PAD-Net: Multi-Tasks Guided Prediction-and-Distillation Network for Simultaneous Depth Estimation and Scene Parsing Dan Xu Wanli Ouyang Xiaogang Wang N. Sebe MoE 46 476 0 11 May 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 76 1,209 0 23 Apr 2018
Structured Attention Guided Convolutional Neural Fields for Monocular Depth Estimation Dan Xu Wei Wang Hao Tang Hong Liu N. Sebe Elisa Ricci MDE 36 305 0 29 Mar 2018
Context Encoding for Semantic Segmentation Hang Zhang Kristin J. Dana Jianping Shi Zhongyue Zhang Xiaogang Wang A. Tyagi Amit Agrawal SSeg 77 1,245 0 23 Mar 2018
AdaDepth: Unsupervised Content Congruent Adaptation for Depth Estimation Jogendra Nath Kundu P. Uppala Anuj Pahuja R. Venkatesh Babu MDE 57 185 0 05 Mar 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 101 1,535 0 28 Feb 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 93 549 0 22 Feb 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 127 4,421 0 16 Feb 2018
Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery Zhongzheng Ren Yong Jae Lee SSL OOD 53 212 0 24 Nov 2017
GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks Zhao Chen Vijay Badrinarayanan Chen-Yu Lee Andrew Rabinovich ODL 95 1,272 0 07 Nov 2017
Smooth Neighbors on Teacher Graphs for Semi-supervised Learning Yucen Luo Jun Zhu Mengxi Li Yong Ren Bo Zhang 47 242 0 01 Nov 2017
Adversarial Learning of Structure-Aware Fully Convolutional Networks for Landmark Localization Yu Chen Chunhua Shen Hao Chen Xiu-Shen Wei Lingqiao Liu Jian Yang GAN 39 42 0 01 Nov 2017
Scene Parsing with Global Context Embedding Wei-Chih Hung Yi-Hsuan Tsai Xiaohui Shen Zhe Lin Kalyan Sunkavalli Xin Lu Ming-Hsuan Yang 90 55 0 17 Oct 2017
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 295 2,196 0 25 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 93 2,817 0 15 Jun 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 181 3,093 0 19 May 2017
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 301 11,941 0 04 Dec 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 102 2,875 0 13 Sep 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 105 672 0 07 Sep 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 234 4,357 0 29 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 161 18,136 0 02 Jun 2016
Deeper Depth Prediction with Fully Convolutional Residual Networks Iro Laina Christian Rupprecht Vasileios Belagiannis Federico Tombari Nassir Navab 3DV MDE 163 1,823 0 01 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 278 37,704 0 20 May 2016
Cross-stitch Networks for Multi-task Learning Ishan Misra Abhinav Shrivastava Abhinav Gupta M. Hebert 64 1,339 0 12 Apr 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 571 11,540 0 06 Apr 2016
Multi-Task Learning with Labeled and Unlabeled Tasks Anastasia Pentina Christoph H. Lampert OffRL 34 37 0 21 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 226 13,968 0 19 Nov 2015
Semi-Supervised Learning with Ladder Networks Antti Rasmus Harri Valpola Mikko Honkala Mathias Berglund T. Raiko SSL 64 1,369 0 09 Jul 2015
Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation Seunghoon Hong Hyeonwoo Noh Bohyung Han SSeg 81 338 0 16 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 673 149,474 0 22 Dec 2014
Depth Map Prediction from a Single Image using a Multi-Scale Deep Network David Eigen Christian Puhrsch Rob Fergus MDE 3DPC 3DV 142 4,037 0 09 Jun 2014