Self-Supervised Monocular Depth Hints

19 September 2019

Jamie Watson

Michael Firman

Gabriel J. Brostow

Daniyar Turmukhambetov

SSL

MDE

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Papers citing "Self-Supervised Monocular Depth Hints"

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Title
LeanStereo: A Leaner Backbone based Stereo Network Rafia Rahim Samuel Woerz A. Zell 3DV 42 0 0 24 Mar 2025
Distilling Stereo Networks for Performant and Efficient Leaner Networks Rafia Rahim Samuel Woerz A. Zell 77 0 0 24 Mar 2025
Revisit Self-supervised Depth Estimation with Local Structure-from-Motion Shengjie Zhu Xiaoming Liu MDE 47 1 0 27 Jul 2024
DurLAR: A High-fidelity 128-channel LiDAR Dataset with Panoramic Ambient and Reflectivity Imagery for Multi-modal Autonomous Driving Applications Li Li K. Ismail Hubert P. H. Shum T. Breckon 32 19 0 14 Jun 2024
Boosting Self-Supervision for Single-View Scene Completion via Knowledge Distillation Keonhee Han Dominik Muhle Felix Wimbauer Daniel Cremers 35 2 0 11 Apr 2024
BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks Zhiyuan Cheng Zhaoyi Liu Tengda Guo Shiwei Feng Dongfang Liu Mingjie Tang Xiangyu Zhang AAML 36 3 0 01 Apr 2024
SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications Amira Guesmi Muhammad Abdullah Hanif Ihsen Alouani B. Ouni Muhammad Shafique AAML MDE 36 5 0 18 Mar 2024
GasMono: Geometry-Aided Self-Supervised Monocular Depth Estimation for Indoor Scenes Chaoqiang Zhao Matteo Poggi Fabio Tosi Lei Zhou Qiyu Sun Yang Tang S. Mattoccia MDE 31 14 0 26 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation Zizhang Wu Zhuozheng Li Zhi-Gang Fan Yunzhe Wu Xiaoquan Wang Rui Tang Jian Pu 23 1 0 26 Sep 2023
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
Virtual Occlusions Through Implicit Depth Jamie Watson Mohamed Sayed Z. Qureshi Gabriel J. Brostow Sara Vicente Oisin Mac Aodha Michael Firman 42 7 0 11 May 2023
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth Prediction for Autonomous Driving Yuxuan Liu Zhenhua Xu Huaiyang Huang Lujia Wang Ming-Yu Liu MDE 46 3 0 21 Apr 2023
The Second Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Michaela Trescakova Chris Russell Simon Hadfield ... Guangkai Xu Wei Yin Jun Yu Qi Zhang Chaoqiang Zhao MDE 32 11 0 14 Apr 2023
Behind the Scenes: Density Fields for Single View Reconstruction Felix Wimbauer Nan Yang Christian Rupprecht Daniel Cremers MDE 36 50 0 18 Jan 2023
CbwLoss: Constrained Bidirectional Weighted Loss for Self-supervised Learning of Depth and Pose Fei Wang Jun Cheng Penglei Liu SSL 28 4 0 12 Dec 2022
The Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Chris Russell Simon Hadfield E. Graf ... Fabio Tosi Hao Wang Youming Zhang Yusheng Zhang Chaoqiang Zhao MDE 22 20 0 22 Nov 2022
2T-UNET: A Two-Tower UNet with Depth Clues for Robust Stereo Depth Estimation Rohit Choudhary Mansi Sharma Rithvik Anil 3DV MDE 30 1 0 27 Oct 2022
UDepth: Fast Monocular Depth Estimation for Visually-guided Underwater Robots Boxiao Yu Jiayi Wu M. Islam MDE 15 37 0 26 Sep 2022
SimpleRecon: 3D Reconstruction Without 3D Convolutions Mohamed Sayed J. Gibson Jamie Watson V. Prisacariu Michael Firman Clément Godard 3DV 25 87 0 31 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 39 174 0 06 Aug 2022
Deconstructing Self-Supervised Monocular Reconstruction: The Design Decisions that Matter Jaime Spencer Martin Chris Russell Simon Hadfield Richard Bowden MDE 32 22 0 02 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 54 0 25 Jul 2022
Joint Prediction of Monocular Depth and Structure using Planar and Parallax Geometry Hao Xing Yifan Cao Maximilian Biber Mingchuan Zhou Darius Burschka 3DPC 3DV MDE 31 10 0 13 Jul 2022
Not Just Streaks: Towards Ground Truth for Single Image Deraining Yunhao Ba Howard Zhang Ethan Yang Akira Suzuki Arnold Pfahnl ... C. Melo Suya You Stefano Soatto A. Wong A. Kadambi 32 39 0 22 Jun 2022
Positional Information is All You Need: A Novel Pipeline for Self-Supervised SVDE from Videos J. P. Bello Jaeho Moon Munchurl Kim 3DPC 35 5 0 18 May 2022
GeoRefine: Self-Supervised Online Depth Refinement for Accurate Dense Mapping Pan Ji Qingan Yan Yuxin Ma Yi Tian Xu MDE 34 11 0 03 May 2022
SurroundDepth: Entangling Surrounding Views for Self-Supervised Multi-Camera Depth Estimation Yi Wei Linqing Zhao Wenzhao Zheng Zheng Hua Zhu Yongming Rao Guan Huang Jiwen Lu Jie Zhou MDE 40 67 0 07 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 26 62 0 29 Mar 2022
Self-Supervised Light Field Depth Estimation Using Epipolar Plane Images Kunyuan Li Jun Zhang Jun Gao Meibin Qi MDE 33 5 0 29 Mar 2022
Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised Monocular Depth Estimation Zhengming Zhou Qiulei Dong MDE 7 16 0 21 Mar 2022
Semi-Supervised Learning with Mutual Distillation for Monocular Depth Estimation Jongbeom Baek Gyeongnyeon Kim Seung Wook Kim FedML MDE 33 12 0 18 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
Toward Practical Monocular Indoor Depth Estimation Cho-Ying Wu Jialiang Wang Michael Hall Ulrich Neumann Shuochen Su 3DV MDE 43 62 0 04 Dec 2021
MotionHint: Self-Supervised Monocular Visual Odometry with Motion Constraints Cong Wang Yu-Ping Wang Tianyi Zhou 23 9 0 14 Sep 2021
Unsupervised Monocular Depth Perception: Focusing on Moving Objects Hualie Jiang Laiyan Ding Zhenglong Sun Rui Huang MDE 16 8 0 30 Aug 2021
Self-Supervised Generative Adversarial Network for Depth Estimation in Laparoscopic Images Baoru Huang Jian-Qing Zheng A. Nguyen D. Tuch Kunal N. Vyas Stamatia Giannarou Daniel Elson GAN MedIm MDE 26 36 0 09 Jul 2021
Radar-Camera Pixel Depth Association for Depth Completion Yunfei Long Daniel Morris Xiaoming Liu Marcos Castro Punarjay Chakravarty P. Narayanan 36 73 0 05 Jun 2021
A Novel 3D-UNet Deep Learning Framework Based on High-Dimensional Bilateral Grid for Edge Consistent Single Image Depth Estimation Mansi Sharma Abheesht Sharma Kadvekar Rohit Tushar Avinash Panneer MDE 46 6 0 21 May 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 34 264 0 29 Apr 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 33 34 0 08 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
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
Robust Consistent Video Depth Estimation Johannes Kopf Xuejian Rong Jia-Bin Huang MDE 37 162 0 10 Dec 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 29 14 0 09 Nov 2020
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability Volumes Juan Luis Gonzalez Munchurl Kim 26 84 0 09 Aug 2020
Project to Adapt: Domain Adaptation for Depth Completion from Noisy and Sparse Sensor Data A. L. Rodríguez Benjamin Busam K. Mikolajczyk 34 44 0 03 Aug 2020
Real-time single image depth perception in the wild with handheld devices Filippo Aleotti Giulio Zaccaroni Luca Bartolomei Matteo Poggi Fabio Tosi S. Mattoccia MDE 32 41 0 10 Jun 2020
Auto-Rectify Network for Unsupervised Indoor Depth Estimation Jiawang Bian Huangying Zhan Naiyan Wang Tat-Jun Chin Chunhua Shen Ian Reid SSL MDE 29 57 0 04 Jun 2020
The Edge of Depth: Explicit Constraints between Segmentation and Depth Shengjie Zhu Garrick Brazil Xiaoming Liu MDE 17 104 0 01 Apr 2020
Distilled Semantics for Comprehensive Scene Understanding from Videos Fabio Tosi Filippo Aleotti Pierluigi Zama Ramirez Matteo Poggi Samuele Salti Luigi Di Stefano S. Mattoccia MDE 19 76 0 31 Mar 2020