Semantically-Guided Representation Learning for Self-Supervised Monocular Depth

27 February 2020

Vitor Campagnolo Guizilini

Jie Li

Adrien Gaidon

Papers citing "Semantically-Guided Representation Learning for Self-Supervised Monocular Depth"

50 / 52 papers shown

Title
ViPOcc: Leveraging Visual Priors from Vision Foundation Models for Single-View 3D Occupancy Prediction Yi Feng Yu Han Xijing Zhang Tanghui Li Yanting Zhang Rui Fan 117 3 0 15 Dec 2024
MGNiceNet: Unified Monocular Geometric Scene Understanding Markus Schön Michael Buchholz Klaus C. J. Dietmayer 3DPC 82 0 0 18 Nov 2024
Structure-Centric Robust Monocular Depth Estimation via Knowledge Distillation Runze Chen Haiyong Luo Fang Zhao Jingze Yu Yupeng Jia Juan Wang Xuepeng Ma MDE 54 1 0 09 Oct 2024
ProDepth: Boosting Self-Supervised Multi-Frame Monocular Depth with Probabilistic Fusion Sungmin Woo Wonjoon Lee Woo Jin Kim Dogyoon Lee Sangyoun Lee MDE 20 3 0 12 Jul 2024
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data Distribution Compensation Haolin Yang Chaoqiang Zhao Lu Sheng Yang Tang MDE 52 2 0 22 Apr 2024
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth Estimation Youhong Wang Yunji Liang Hao Xu Shaohui Jiao Hongkai Yu MDE 25 33 0 01 Sep 2023
Multi-Task Hypergraphs for Semi-supervised Learning using Earth Observations Mihai Cristian Pîrvu Alina Marcu A. Dobrescu N. Belbachir Marius Leordeanu 19 6 0 21 Aug 2023
DS-Depth: Dynamic and Static Depth Estimation via a Fusion Cost Volume Xingyu Miao Yang Bai Haoran Duan Yawen Huang Fan Wan Xinxing Xu Yang Long Yefeng Zheng MDE 26 16 0 14 Aug 2023
Towards Deeply Unified Depth-aware Panoptic Segmentation with Bi-directional Guidance Learning Ju He Yifan Wang Lijun Wang Huchuan Lu Jun-Yan He Jinpeng Lan Bin Luo Yifeng Geng Xuansong Xie MDE 23 8 0 27 Jul 2023
Multi-Frame Self-Supervised Depth Estimation with Multi-Scale Feature Fusion in Dynamic Scenes Jiquan Zhong Xiaolin Huang Xiao-Wei Yu MDE 32 4 0 26 Mar 2023
Predictive World Models from Real-World Partial Observations Robin Karlsson Alexander Carballo Keisuke Fujii Kento Ohtani K. Takeda 44 5 0 12 Jan 2023
Learning Road Scene-level Representations via Semantic Region Prediction Zihao Xiao Alan Yuille Yi-Ting Chen 29 2 0 02 Jan 2023
CbwLoss: Constrained Bidirectional Weighted Loss for Self-supervised Learning of Depth and Pose Fei Wang Jun Cheng Penglei Liu SSL 31 4 0 12 Dec 2022
ROIFormer: Semantic-Aware Region of Interest Transformer for Efficient Self-Supervised Monocular Depth Estimation Daitao Xing Jinglin Shen C. Ho Anthony Tzes ViT MDE 31 4 0 12 Dec 2022
3D Object Aided Self-Supervised Monocular Depth Estimation Songlin Wei Guodong Chen Wenzheng Chi Zhenhua Wang Lining Sun 3DPC MDE 22 1 0 04 Dec 2022
SC-DepthV3: Robust Self-supervised Monocular Depth Estimation for Dynamic Scenes Libo Sun Jiawang Bian Huangying Zhan Wei Yin Ian Reid Chunhua Shen MDE 29 56 0 07 Nov 2022
Composite Learning for Robust and Effective Dense Predictions Menelaos Kanakis Thomas E. Huang David Brüggemann Feng Yu Luc Van Gool SSL 39 3 0 13 Oct 2022
Crafting Monocular Cues and Velocity Guidance for Self-Supervised Multi-Frame Depth Learning Xiaofen Wang Zheng Zhu Guan Huang Xu Chi Yun Ye Ziwei Chen Xingang Wang MDE 32 19 0 19 Aug 2022
MonoViT: Self-Supervised Monocular Depth Estimation with a Vision Transformer Chaoqiang Zhao Youming Zhang Matteo Poggi Fabio Tosi Xianda Guo Zheng Zhu Guan Huang Yang Tang S. Mattoccia ViT MDE 44 175 0 06 Aug 2022
RA-Depth: Resolution Adaptive Self-Supervised Monocular Depth Estimation Mu He Le Hui Yikai Bian J. Ren Jin Xie Jian Yang MDE 30 55 0 25 Jul 2022
MGNet: Monocular Geometric Scene Understanding for Autonomous Driving Markus Schön M. Buchholz Klaus C. J. Dietmayer 3DPC 3DGS 33 42 0 27 Jun 2022
Depth Estimation Matters Most: Improving Per-Object Depth Estimation for Monocular 3D Detection and Tracking Longlong Jing Ruichi Yu Henrik Kretzschmar Kang Li C. Qi ... Yingwei Li Yurong You Han Deng Congcong Li Drago Anguelov 3DPC MDE 42 18 0 08 Jun 2022
Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation Ji-Hoon Bae Sungho Moon Sunghoon Im MDE 33 84 0 23 May 2022
Positional Information is All You Need: A Novel Pipeline for Self-Supervised SVDE from Videos J. P. Bello Jaeho Moon Munchurl Kim 3DPC 43 5 0 18 May 2022
Multi-Frame Self-Supervised Depth with Transformers Vitor Campagnolo Guizilini Rares Andrei Ambrus Di Chen Sergey Zakharov Adrien Gaidon ViT MDE 17 84 0 15 Apr 2022
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame Monocular Depth Ziyue Feng Liang Yang Longlong Jing Haiyan Wang Yingli Tian Bing Li MDE 29 62 0 29 Mar 2022
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels Vitor Campagnolo Guizilini Kuan-Hui Lee Rares Andrei Ambrus Adrien Gaidon SSL 3DPC MDE 41 44 0 28 Mar 2022
Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised Monocular Depth Estimation Zhengming Zhou Qiulei Dong MDE 17 16 0 21 Mar 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
PolyphonicFormer: Unified Query Learning for Depth-aware Video Panoptic Segmentation Haobo Yuan Xiangtai Li Yibo Yang Guangliang Cheng Jing Zhang Yunhai Tong Lefei Zhang Dacheng Tao MDE 47 42 0 05 Dec 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
Self-Supervised Monocular Depth Estimation with Internal Feature Fusion Hang Zhou David Greenwood Sarah Taylor SSL MDE 17 109 0 18 Oct 2021
See Yourself in Others: Attending Multiple Tasks for Own Failure Detection Bo Sun Jiaxu Xing Hermann Blum Roland Siegwart Cesar Cadena 36 12 0 06 Oct 2021
Weakly-Supervised Monocular Depth Estimationwith Resolution-Mismatched Data Jialei Xu Yuanchao Bai Xianming Liu Junjun Jiang Xiangyang Ji MDE 41 5 0 23 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
Is Pseudo-Lidar needed for Monocular 3D Object detection? Dennis Park Rares Andrei Ambrus Vitor Campagnolo Guizilini Jie Li Adrien Gaidon MDE 3DPC 32 311 0 13 Aug 2021
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation Suman Saha Anton Obukhov D. Paudel Menelaos Kanakis Yuhua Chen Stamatios Georgoulis Luc Van Gool OOD 39 55 0 17 May 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 37 265 0 29 Apr 2021
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras Varun Ravi Kumar Marvin Klingner S. Yogamani Markus Bach Stefan Milz Tim Fingscheidt Patrick Mäder MDE 50 37 0 09 Apr 2021
Depth Completion with Twin Surface Extrapolation at Occlusion Boundaries S. Imran Xiaoming Liu Daniel Morris MDE 29 88 0 06 Apr 2021
S2R-DepthNet: Learning a Generalizable Depth-specific Structural Representation Xiaotian Chen Yuwang Wang Xuejin Chen Wenjun Zeng 3DV 3DPC MDE 31 54 0 02 Apr 2021
Monocular Depth Estimation through Virtual-world Supervision and Real-world SfM Self-Supervision A. Gurram Ahmet Faruk Tuna Fengyi Shen O. Urfalioglu Antonio M. López MDE 35 42 0 22 Mar 2021
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View Depth Estimation with Neural Positional Encoding and Distilled Matting Loss J. P. Bello Munchurl Kim 3DV MDE 35 47 0 12 Mar 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 22 87 0 04 Feb 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 24 115 0 02 Jan 2021
Semantic-Guided Representation Enhancement for Self-supervised Monocular Trained Depth Estimation Rui Li Qing Mao Pei Wang Xiantuo He Yu Zhu Jinqiu Sun Yanning Zhang MDE 28 7 0 15 Dec 2020
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation Xiaoyang Lyu L. Liu Mengmeng Wang Xin Kong Lina Liu Yong Liu Xinxin Chen Yi Yuan MDE 25 250 0 14 Dec 2020
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability Volumes Juan Luis Gonzalez Munchurl Kim 26 85 0 09 Aug 2020
Structure Preserving Stain Normalization of Histopathology Images Using Self-Supervised Semantic Guidance Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran Ling Shao MedIm 16 46 0 05 Aug 2020