Learning Monocular Depth by Distilling Cross-domain Stereo Networks

20 August 2018

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

41 / 41 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 60 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 42 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 28 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 54 116 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 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
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 24 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 20 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
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
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 18 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 26 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 29 12 0 27 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 23 35 0 12 Oct 2021
Estimating Image Depth in the Comics Domain Deblina Bhattacharjee Martin Nicolas Everaert Mathieu Salzmann Sabine Süsstrunk MDE 31 8 0 07 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
MonoIndoor: Towards Good Practice of Self-Supervised Monocular Depth Estimation for Indoor Environments Pan Ji Runze Li B. Bhanu Yi Tian Xu MDE 26 68 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 34 264 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 20 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 44 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 35 47 0 12 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
Robust Consistent Video Depth Estimation Johannes Kopf Xuejian Rong Jia-Bin Huang MDE 37 162 0 10 Dec 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
The Edge of Depth: Explicit Constraints between Segmentation and Depth Shengjie Zhu Garrick Brazil Xiaoming Liu MDE 17 104 0 01 Apr 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 H. S. Torr OOD 16 167 0 29 Nov 2019
SteReFo: Efficient Image Refocusing with Stereo Vision Benjamin Busam Matthieu Hog Steven G. McDonagh Greg Slabaugh VGen MDE 17 33 0 29 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 33 41 0 08 Aug 2019
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification Lukas Liebel Marco Körner 3DH 41 25 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 54 1,746 0 02 Jul 2019
Refine and Distill: Exploiting Cycle-Inconsistency and Knowledge Distillation for Unsupervised Monocular Depth Estimation Andrea Pilzer Stéphane Lathuilière N. Sebe Elisa Ricci MDE 17 135 0 11 Mar 2019
Unsupervised Learning of Monocular Depth Estimation with Bundle Adjustment, Super-Resolution and Clip Loss Lipu Zhou Jiamin Ye Montiel Abello Shengze Wang Michael Kaess MDE 29 27 0 08 Dec 2018
SuperDepth: Self-Supervised, Super-Resolved Monocular Depth Estimation Sudeep Pillai Rares Ambrus Adrien Gaidon SupR MDE 8 216 0 03 Oct 2018