ADAADepth: Adapting Data Augmentation and Attention for Self-Supervised Monocular Depth Estimation

1 March 2021

Papers citing "ADAADepth: Adapting Data Augmentation and Attention for Self-Supervised Monocular Depth Estimation"

40 / 40 papers shown

Title
$S^3$ Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data Bin Cheng Inderjot Singh Saggu Raunak Shah G. Bansal Dinesh Bharadia MDE 103 25 0 28 Jul 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 65 233 0 21 Jul 2020
Guiding Monocular Depth Estimation Using Depth-Attention Volume Lam Huynh Phong Nguyen-Ha Jirí Matas Esa Rahtu J. Heikkilä MDE 64 153 0 06 Apr 2020
Self-supervised Monocular Trained Depth Estimation using Self-attention and Discrete Disparity Volume A. Johnston G. Carneiro MDE 52 234 0 31 Mar 2020
DepthTransfer: Depth Extraction from Video Using Non-parametric Sampling Kevin Karsch Ce Liu S. B. Kang MDE 47 586 0 24 Dec 2019
Deep 3D-Zoom Net: Unsupervised Learning of Photo-Realistic 3D-Zoom J. P. Bello Munchurl Kim 3DPC 36 4 0 20 Sep 2019
Self-Supervised Monocular Depth Hints Jamie Watson Michael Firman Gabriel J. Brostow Daniyar Turmukhambetov SSL MDE 73 251 0 19 Sep 2019
Self-supervised Learning with Geometric Constraints in Monocular Video: Connecting Flow, Depth, and Camera Yuhua Chen Cordelia Schmid C. Sminchisescu SSL MDE 55 245 0 12 Jul 2019
3D Packing for Self-Supervised Monocular Depth Estimation Vitor Campagnolo Guizilini Rares Andrei Ambrus Sudeep Pillai Allan Raventos Adrien Gaidon SSL 3DPC MDE 69 645 0 06 May 2019
Libra R-CNN: Towards Balanced Learning for Object Detection Jiangmiao Pang Kai-xiang Chen Jianping Shi H. Feng Wanli Ouyang Dahua Lin ObjD 75 1,291 0 04 Apr 2019
Aurora Guard: Real-Time Face Anti-Spoofing via Light Reflection Yaojie Liu Ying Tai Jilin Li Shouhong Ding Chengjie Wang Feiyue Huang Dongyang Li Wenshuai Qi Rongrong Ji PICV CVBM 50 25 0 27 Feb 2019
CCNet: Criss-Cross Attention for Semantic Segmentation Zilong Huang Xinggang Wang Yunchao Wei Lichao Huang Humphrey Shi Wenyu Liu Chang Huang VOS 175 2,540 0 28 Nov 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 85 1,683 0 20 Nov 2018
Depth Prediction Without the Sensors: Leveraging Structure for Unsupervised Learning from Monocular Videos Vincent Casser Soren Pirk R. Mahjourian A. Angelova SSL MDE 77 470 0 15 Nov 2018
Every Pixel Counts ++: Joint Learning of Geometry and Motion with 3D Holistic Understanding Chenxu Luo Zhenheng Yang Peng Wang Yanjie Wang Wenyuan Xu Ram Nevatia Alan Yuille 3DPC 43 289 0 14 Oct 2018
SuperDepth: Self-Supervised, Super-Resolved Monocular Depth Estimation Sudeep Pillai Rares Andrei Ambrus Adrien Gaidon SupR MDE 61 219 0 03 Oct 2018
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 290 5,095 0 09 Sep 2018
DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency Yuliang Zou Zelun Luo Jia-Bin Huang MDE 63 474 0 05 Sep 2018
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 360 1,725 0 06 Jun 2018
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation Anurag Ranjan Varun Jampani Lukas Balles Kihwan Kim Deqing Sun Jonas Wulff Michael J. Black SSL 56 591 0 24 May 2018
Self-Attention Generative Adversarial Networks Han Zhang Ian Goodfellow Dimitris N. Metaxas Augustus Odena GAN 129 3,720 0 21 May 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 143 5,018 0 11 Apr 2018
LEGO: Learning Edge with Geometry all at Once by Watching Videos Zhenheng Yang Peng Wang Yang Wang Wenyuan Xu Ram Nevatia 3DPC SSL 51 189 0 15 Mar 2018
Unsupervised Learning of Monocular Depth Estimation and Visual Odometry with Deep Feature Reconstruction Huangying Zhan Ravi Garg C. Weerasekera Kejie Li Harsh Agarwal Ian Reid MDE 48 632 0 11 Mar 2018
GeoNet: Unsupervised Learning of Dense Depth, Optical Flow and Camera Pose Zhichao Yin Jianping Shi MDE 41 1,141 0 06 Mar 2018
Unsupervised Learning of Depth and Ego-Motion from Monocular Video Using 3D Geometric Constraints R. Mahjourian Martin Wicke A. Angelova MDE 96 729 0 15 Feb 2018
Size-to-depth: A New Perspective for Single Image Depth Estimation Yiran Wu Sihao Ying Lianmin Zheng 55 19 0 13 Jan 2018
Learning Depth from Monocular Videos using Direct Methods Chaoyang Wang J. M. Buenaposada Rui Zhu Simon Lucey MDE 90 581 0 01 Dec 2017
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 252 8,888 0 21 Nov 2017
Unsupervised Learning of Geometry with Edge-aware Depth-Normal Consistency Zhenheng Yang Peng Wang Wenyuan Xu Liang Zhao Ram Nevatia 3DV MDE 62 155 0 10 Nov 2017
A simple neural network module for relational reasoning Adam Santoro David Raposo David Barrett Mateusz Malinowski Razvan Pascanu Peter W. Battaglia Timothy Lillicrap GNN NAI 148 1,612 0 05 Jun 2017
Unsupervised Learning of Depth and Ego-Motion from Video Tinghui Zhou Matthew A. Brown Noah Snavely D. Lowe MDE 114 2,571 0 25 Apr 2017
SfM-Net: Learning of Structure and Motion from Video Sudheendra Vijayanarasimhan Susanna Ricco Cordelia Schmid Rahul Sukthankar Katerina Fragkiadaki MDE 66 440 0 25 Apr 2017
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 113 2,881 0 13 Sep 2016
Deeper Depth Prediction with Fully Convolutional Residual Networks Iro Laina Christian Rupprecht Vasileios Belagiannis Federico Tombari Nassir Navab 3DV MDE 298 1,825 0 01 Jun 2016
Single-Image Depth Perception in the Wild Weifeng Chen Z. Fu Dawei Yang Jia Deng MDE 76 519 0 13 Apr 2016
Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue Ravi Garg B. V. Kumar G. Carneiro Ian Reid 3DV MDE 93 1,529 0 16 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.5K 76,917 0 18 May 2015
Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-Scale Convolutional Architecture David Eigen Rob Fergus VLM MDE 181 2,678 0 18 Nov 2014
Depth Map Prediction from a Single Image using a Multi-Scale Deep Network David Eigen Christian Puhrsch Rob Fergus MDE 3DPC 3DV 185 4,049 0 09 Jun 2014