Learning Monocular Depth by Distilling Cross-domain Stereo Networks

20 August 2018

Papers citing "Learning Monocular Depth by Distilling Cross-domain Stereo Networks"

50 / 53 papers shown

Title
MonoTher-Depth: Enhancing Thermal Depth Estimation via Confidence-Aware Distillation Xingxing Zuo Nikhil Ranganathan Connor T. Lee Georgia Gkioxari Soon-Jo Chung VLM 70 1 0 21 Apr 2025
RGB-Phase Speckle: Cross-Scene Stereo 3D Reconstruction via Wrapped Pre-Normalization Kai Yang Zijian Bai Yang Xiao Xinyu Li Xiaohan Shi 44 0 0 08 Mar 2025
A Lightweight Target-Driven Network of Stereo Matching for Inland Waterways Jing Su Yiqing Zhou Yu Zhang Chao Wang Yi Wei 3DV 30 0 0 10 Oct 2024
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation Mu Hu Wei Yin C. Zhang Zhipeng Cai Xiaoxiao Long Kaixuan Wang Kaixuan Wang Gang Yu Chunhua Shen Shaojie Shen 3DGS 59 119 0 22 Mar 2024
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 25 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 30 34 0 01 Sep 2023
Booster: a Benchmark for Depth from Images of Specular and Transparent Surfaces Pierluigi Zama Ramirez Alex Costanzino Fabio Tosi Matteo Poggi Samuele Salti S. Mattoccia Luigi Di Stefano MDE 35 21 0 19 Jan 2023
SwinDepth: Unsupervised Depth Estimation using Monocular Sequences via Swin Transformer and Densely Cascaded Network D. Shim H. J. Kim ViT MDE 21 21 0 17 Jan 2023
UDepth: Fast Monocular Depth Estimation for Visually-guided Underwater Robots Boxiao Yu Jiayi Wu M. Islam MDE 15 37 0 26 Sep 2022
Adversarial Patch Attacks and Defences in Vision-Based Tasks: A Survey Abhijith Sharma Yijun Bian Phil Munz Apurva Narayan VLM AAML 32 20 0 16 Jun 2022
GeoRefine: Self-Supervised Online Depth Refinement for Accurate Dense Mapping Pan Ji Qingan Yan Yuxin Ma Yi Tian Xu MDE 39 11 0 03 May 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
ChiTransformer:Towards Reliable Stereo from Cues Qing Su Shihao Ji MDE ViT 23 12 0 09 Mar 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
A Survey on RGB-D Datasets Alexandre Lopes Roberto Souza Hélio Pedrini 3DV MDE 31 33 0 15 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
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
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters Sai Shyam Chanduri Zeeshan Khan Suri Igor Vozniak Christian Müller MDE 34 12 0 27 Oct 2021
Pseudo Supervised Monocular Depth Estimation with Teacher-Student Network Huan Liu Junsong Yuan Chen Wang Jun Chen MDE 44 4 0 22 Oct 2021
Defocus Map Estimation and Deblurring from a Single Dual-Pixel Image Shumian Xin Neal Wadhwa Tianfan Xue Jonathan T. Barron Pratul P. Srinivasan Jiawen Chen Ioannis Gkioulekas Rahul Garg 25 35 0 12 Oct 2021
Estimating Image Depth in the Comics Domain Deblina Bhattacharjee Martin Nicolas Everaert Mathieu Salzmann Sabine Süsstrunk MDE 52 8 0 07 Oct 2021
Weakly-Supervised Monocular Depth Estimationwith Resolution-Mismatched Data Jialei Xu Yuanchao Bai Xianming Liu Junjun Jiang Xiangyang Ji MDE 46 5 0 23 Sep 2021
MonoIndoor: Towards Good Practice of Self-Supervised Monocular Depth Estimation for Indoor Environments Pan Ji Runze Li B. Bhanu Yi Tian Xu MDE 29 69 0 26 Jul 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 42 265 0 29 Apr 2021
VOLDOR: Visual Odometry from Log-logistic Dense Optical flow Residuals Zhixiang Min Yiding Yang Enrique Dunn 37 36 0 14 Apr 2021
Stereo Matching by Self-supervision of Multiscopic Vision Weihao Yuan Yazhan Zhang Bingkun Wu Siyu Zhu P. Tan M. Y. Wang Qifeng Chen MDE 25 20 0 09 Apr 2021
Endo-Depth-and-Motion: Reconstruction and Tracking in Endoscopic Videos using Depth Networks and Photometric Constraints D. Recasens J. Lamarca José M. Fácil José M.M. Montiel Javier Civera MDE 16 103 0 30 Mar 2021
Learning Scene Structure Guidance via Cross-Task Knowledge Transfer for Single Depth Super-Resolution Baoli Sun Xinchen Ye Baopu Li Haojie Li Zhihui Wang Rui Xu 11 45 0 24 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 40 48 0 12 Mar 2021
Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust Depth Prediction Wei Yin Yifan Liu Chunhua Shen MDE 29 72 0 07 Mar 2021
Robust Consistent Video Depth Estimation Johannes Kopf Xuejian Rong Jia-Bin Huang MDE 37 163 0 10 Dec 2020
On Deep Learning Techniques to Boost Monocular Depth Estimation for Autonomous Navigation R. Q. Mendes E. G. Ribeiro N. D. S. Rosa V. Grassi MDE 51 42 0 13 Oct 2020
Project to Adapt: Domain Adaptation for Depth Completion from Noisy and Sparse Sensor Data A. L. Rodríguez Benjamin Busam K. Mikolajczyk 48 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
On the uncertainty of self-supervised monocular depth estimation Matteo Poggi Filippo Aleotti Fabio Tosi S. Mattoccia UQCV MDE 33 263 0 13 May 2020
Pseudo RGB-D for Self-Improving Monocular SLAM and Depth Prediction Lokender Tiwari Pan Ji Quoc-Huy Tran Bingbing Zhuang Saket Anand Manmohan Chandraker MDE 26 64 0 22 Apr 2020
The Edge of Depth: Explicit Constraints between Segmentation and Depth Shengjie Zhu Garrick Brazil Xiaoming Liu MDE 22 104 0 01 Apr 2020
Semantically-Guided Representation Learning for Self-Supervised Monocular Depth Vitor Campagnolo Guizilini Rui Hou Jie Li Rares Andrei Ambrus Adrien Gaidon SSL MDE 30 228 0 27 Feb 2020
Don't Forget The Past: Recurrent Depth Estimation from Monocular Video Vaishakh Patil Wouter Van Gansbeke Dengxin Dai Luc Van Gool MDE 33 129 0 08 Jan 2020
Domain-invariant Stereo Matching Networks Feihu Zhang Xiaojuan Qi Ruigang Yang V. Prisacariu B. Wah Philip Torr OOD 18 168 0 29 Nov 2019
Robust Semi-Supervised Monocular Depth Estimation with Reprojected Distances Vitor Campagnolo Guizilini Jie Li Rares Andrei Ambrus Sudeep Pillai Adrien Gaidon MDE 22 51 0 04 Oct 2019
SteReFo: Efficient Image Refocusing with Stereo Vision Benjamin Busam Matthieu Hog Jingyu Sun Greg Slabaugh VGen MDE 29 33 0 29 Sep 2019
Learning to Think Outside the Box: Wide-Baseline Light Field Depth Estimation with EPI-Shift Titus Leistner H. Schilling Radek Mackowiak Stefan Gumhold Carsten Rother MDE 13 37 0 19 Sep 2019
Self-Supervised Monocular Depth Hints Jamie Watson Michael Firman Gabriel J. Brostow Daniyar Turmukhambetov SSL MDE 28 247 0 19 Sep 2019
Progressive Fusion for Unsupervised Binocular Depth Estimation using Cycled Networks Andrea Pilzer Stéphane Lathuilière Dan Xu M. Puscas Elisa Ricci N. Sebe MDE 18 25 0 17 Sep 2019
Enhancing self-supervised monocular depth estimation with traditional visual odometry Lorenzo Andraghetti Panteleimon Myriokefalitakis Pier Luigi Dovesi Belén Luque Matteo Poggi Alessandro Pieropan S. Mattoccia MDE 36 41 0 08 Aug 2019
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification Lukas Liebel Marco Körner 3DH 44 26 0 25 Jul 2019
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer René Ranftl Katrin Lasinger David Hafner Konrad Schindler V. Koltun MDE 117 1,750 0 02 Jul 2019
Semi-Supervised Monocular Depth Estimation with Left-Right Consistency Using Deep Neural Network A. Amiri S. Loo Hong Zhang MDE 22 56 0 18 May 2019
A Large RGB-D Dataset for Semi-supervised Monocular Depth Estimation Jaehoon Cho Dongbo Min Youngjung Kim Kwanghoon Sohn MDE 3DV 33 47 0 23 Apr 2019