Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation

24 May 2018

Papers citing "Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation"

50 / 125 papers shown

Title
RAUM-VO: Rotational Adjusted Unsupervised Monocular Visual Odometry Claudio Cimarelli Hriday Bavle Jose Luis Sanchez-Lopez Holger Voos 13 6 0 14 Mar 2022
Information-Theoretic Odometry Learning Sen Zhang Jing Zhang Dacheng Tao 20 5 0 11 Mar 2022
Optical Flow Training under Limited Label Budget via Active Learning Shuai Yuan Xian Sun Hannah Kim Shuzhi Yu Carlo Tomasi 18 10 0 09 Mar 2022
Instance-aware multi-object self-supervision for monocular depth prediction Houssem-eddine Boulahbal A. Voicila Andrew I. Comport MDE 27 8 0 02 Mar 2022
The Right Spin: Learning Object Motion from Rotation-Compensated Flow Fields Pia Bideau Erik Learned-Miller Cordelia Schmid Alahari Karteek OCL 22 6 0 28 Feb 2022
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics Arnav Varma Hemang Chawla Bahram Zonooz Elahe Arani ViT MDE 36 49 0 07 Feb 2022
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in Dynamic Environments Christian Homeyer Oliver Lange Christoph Schnörr MDE 15 3 0 21 Jan 2022
EM-driven unsupervised learning for efficient motion segmentation E. Meunier A. Badoual P. Bouthemy 33 39 0 06 Jan 2022
Channel-Wise Attention-Based Network for Self-Supervised Monocular Depth Estimation Jiaxing Yan Hong Zhao Penghui Bu Yusheng Jin 3DPC MDE 13 127 0 24 Dec 2021
Road-aware Monocular Structure from Motion and Homography Estimation Wei Sui Teng Chen Jiaxin Zhang Jiao Lu Qian Zhang 29 3 0 16 Dec 2021
Self-Supervised Monocular Depth and Ego-Motion Estimation in Endoscopy: Appearance Flow to the Rescue Shuwei Shao Z. Pei Weihai Chen Wentao Zhu Xingming Wu Dianmin Sun Baochang Zhang MDE 46 93 0 15 Dec 2021
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network Armin Masoumian Hatem A. Rashwan Saddam Abdulwahab Julián Cristiano D. Puig MDE 24 55 0 13 Dec 2021
3D Hierarchical Refinement and Augmentation for Unsupervised Learning of Depth and Pose from Monocular Video Guangming Wang Jiquan Zhong Shijie Zhao Wenhua Wu Zhe Liu Hesheng Wang MDE 32 21 0 06 Dec 2021
Learning Generalized Visual Odometry Using Position-Aware Optical Flow and Geometric Bundle Adjustment Yijun Cao Xian-Shi Zhang Fuya Luo Peng Peng Yongjie Li 22 10 0 22 Nov 2021
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters Sai Shyam Chanduri Zeeshan Khan Suri Igor Vozniak Christian Müller MDE 29 12 0 27 Oct 2021
X-Distill: Improving Self-Supervised Monocular Depth via Cross-Task Distillation H. Cai J. Matai Shubhankar Borse Yizhe Zhang Amin Ansari Fatih Porikli FedML VLM MDE 55 21 0 24 Oct 2021
Sensor-Guided Optical Flow Matteo Poggi Filippo Aleotti S. Mattoccia 25 5 0 30 Sep 2021
Fine-grained Semantics-aware Representation Enhancement for Self-supervised Monocular Depth Estimation Hyun-Joo Jung Eunhyeok Park S. Yoo MDE 36 108 0 19 Aug 2021
Self-supervised Learning of Occlusion Aware Flow Guided 3D Geometry Perception with Adaptive Cross Weighted Loss from Monocular Videos Jiaojiao Fang Guizhong Liu 3DPC SSL 24 0 0 09 Aug 2021
NccFlow: Unsupervised Learning of Optical Flow With Non-occlusion from Geometry Guangming Wang Shuaiqi Ren Hesheng Wang 23 14 0 08 Jul 2021
Monocular 3D Object Detection: An Extrinsic Parameter Free Approach Yunsong Zhou Yuan He Hongzi Zhu Cheng Wang Hongyang Li Qinhong Jiang 3DPC 26 104 0 30 Jun 2021
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos Shaocheng Jia Xin Pei W. Yao S. Wong 3DPC MDE 43 19 0 07 Jun 2021
SMURF: Self-Teaching Multi-Frame Unsupervised RAFT with Full-Image Warping Austin Stone Daniel Maurer Alper Ayvaci A. Angelova Rico Jonschkowski 40 81 0 14 May 2021
Self-Supervised Multi-Frame Monocular Scene Flow Junhwa Hur Stefan Roth MDE 24 48 0 05 May 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 37 264 0 29 Apr 2021
Self-supervised Video Object Segmentation by Motion Grouping Charig Yang Hala Lamdouar Erika Lu Andrew Zisserman Weidi Xie VOS OCL 30 157 0 15 Apr 2021
VOLDOR: Visual Odometry from Log-logistic Dense Optical flow Residuals Zhixiang Min Yiding Yang Enrique Dunn 37 36 0 14 Apr 2021
Generalizing to the Open World: Deep Visual Odometry with Online Adaptation Shunkai Li Xin Wu Yingdian Cao H. Zha 23 41 0 29 Mar 2021
Revisiting Self-Supervised Monocular Depth Estimation Ue-Hwan Kim Jong-Hwan Kim SSL MDE 36 7 0 23 Mar 2021
Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust Depth Prediction Wei Yin Yifan Liu Chunhua Shen MDE 22 72 0 07 Mar 2021
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance Images Meng Ye Mikael Kanski Ke Wang Qi Chang Zhennan Yan Qiaoying Huang L. Axel Dimitris N. Metaxas MedIm 33 40 0 04 Mar 2021
DF-VO: What Should Be Learnt for Visual Odometry? Huangying Zhan C. Weerasekera Jiawang Bian Ravi Garg Ian Reid 23 34 0 01 Mar 2021
OmniDet: Surround View Cameras based Multi-task Visual Perception Network for Autonomous Driving Varun Ravi Kumar S. Yogamani Hazem Rashed Ganesh Sitsu Christian Witt Isabelle Leang Stefan Milz Patrick Mäder 39 90 0 15 Feb 2021
Learning Depth via Leveraging Semantics: Self-supervised Monocular Depth Estimation with Both Implicit and Explicit Semantic Guidance Rui Li Xiantuo He Danna Xue Shaolin Su Qing Mao Yu Zhu Jinqiu Sun Yanning Zhang SSL MDE 42 29 0 11 Feb 2021
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection Consistency Seokju Lee Sunghoon Im Stephen Lin In So Kweon 3DV MDE 14 87 0 04 Feb 2021
Learning to Segment Rigid Motions from Two Frames Gengshan Yang Deva Ramanan 115 56 0 11 Jan 2021
Robust Consistent Video Depth Estimation Johannes Kopf Xuejian Rong Jia-Bin Huang MDE 37 162 0 10 Dec 2020
UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning Kunming Luo Chuan Wang Shuaicheng Liu Haoqiang Fan Jue Wang Jian Sun MDE 27 75 0 01 Dec 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 33 28 0 25 Nov 2020
Variational Monocular Depth Estimation for Reliability Prediction Noriaki Hirose S. Taguchi Keisuke Kawano Satoshi Koide MDE 34 4 0 24 Nov 2020
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation Yang Jiao T. Tran Guangming Shi 35 33 0 16 Nov 2020
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and Benchmark under Multiple Environments Hanjiang Hu B. Yang Zhijian Qiao Shiqi Liu Weiang Shi Zuxin Liu Wenhao Ding Ding Zhao Hesheng Wang VLM MDE 35 14 0 09 Nov 2020
SLAM in the Field: An Evaluation of Monocular Mapping and Localization on Challenging Dynamic Agricultural Environment Fangwen Shu Paul Lesur Yaxu Xie A. Pagani D. Stricker 29 26 0 02 Nov 2020
A New Distributional Ranking Loss With Uncertainty: Illustrated in Relative Depth Estimation Alican Mertan Y. Sahin D. Duff Gözde B. Ünal OOD UQCV 27 10 0 14 Oct 2020
Learning Boost by Exploiting the Auxiliary Task in Multi-task Domain Jonghwa Yim Sang Hwan Kim 21 2 0 05 Aug 2020
Deep Keypoint-Based Camera Pose Estimation with Geometric Constraints You-Yi Jau Rui Zhu Hao Su Manmohan Chandraker 19 49 0 29 Jul 2020
$S^3$ 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 23 25 0 28 Jul 2020
Learning Monocular Visual Odometry via Self-Supervised Long-Term Modeling Yuliang Zou Pan Ji Quoc-Huy Tran Jia-Bin Huang Manmohan Chandraker SSL 27 65 0 21 Jul 2020
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 33 229 0 21 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 318 0 14 Jul 2020