Learning monocular depth estimation infusing traditional stereo knowledge

8 April 2019

Fabio Tosi

Matteo Poggi

Papers citing "Learning monocular depth estimation infusing traditional stereo knowledge"

46 / 46 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
Revisiting Gradient-based Uncertainty for Monocular Depth Estimation Julia Hornauer Amir El-Ghoussani Vasileios Belagiannis UQCV 57 0 0 09 Feb 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
FisheyeDepth: A Real Scale Self-Supervised Depth Estimation Model for Fisheye Camera Guoyang Zhao Yuxuan Liu Weiqing Qi Fulong Ma Ming Liu Jun Ma MDE 32 0 0 23 Sep 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
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation Lingdong Kong Yaru Niu Shaoyuan Xie Hanjiang Hu Lai Xing Ng ... Zhenyu Li Runze Chen Haiyong Luo Fang Zhao Jing Yu 28 13 0 27 Jul 2023
AI-Based Framework for Understanding Car Following Behaviors of Drivers in A Naturalistic Driving Environment Armstrong Aboah Abdul Rashid Mussah Y. Adu-Gyamfi 27 4 0 23 Jan 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
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
Bidirectional Semi-supervised Dual-branch CNN for Robust 3D Reconstruction of Stereo Endoscopic Images via Adaptive Cross and Parallel Supervisions Hongkuan Shi Zhiwei Wang Ying Zhou Dun Li Xin Yang Qiang Li 3DV 29 7 0 15 Oct 2022
3D-PL: Domain Adaptive Depth Estimation with 3D-aware Pseudo-Labeling Yu-Ting Yen Chia-Ni Lu Wei-Chen Chiu Yi-Hsuan Tsai MDE 27 10 0 19 Sep 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 39 175 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
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
Monitoring social distancing with single image depth estimation Alessio Mingozzi Andrea Conti Filippo Aleotti Matteo Poggi S. Mattoccia 33 2 0 04 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
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
Towards Scale Consistent Monocular Visual Odometry by Learning from the Virtual World Sen Zhang Jing Zhang Dacheng Tao 24 15 0 11 Mar 2022
PanoDepth: A Two-Stage Approach for Monocular Omnidirectional Depth Estimation Yu-yang Li Zhixin Yan Ye Duan Liu Ren MDE 21 13 0 02 Feb 2022
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
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
Dynamic Fusion Network For Light Field Depth Estimation Yongri Piao Yukun Zhang Miao Zhang Xinxin Ji MDE 16 7 0 13 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
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 36 34 0 08 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
Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration Liyuan Pan S. Chowdhury Richard I. Hartley Miaomiao Liu Hongguang Zhang Hongdong Li 3DV 3DH MDE 22 41 0 01 Dec 2020
Adaptive Multiplane Image Generation from a Single Internet Picture D. Luvizon Gustavo Sutter P. Carvalho A. Santos Jhonatas S. Conceição J. L. Flores-Campana L. Decker M. R. Souza Hélio Pedrini Antonio Joia O. A. B. Penatti 3DV 22 16 0 26 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 32 14 0 09 Nov 2020
Approaches, Challenges, and Applications for Deep Visual Odometry: Toward to Complicated and Emerging Areas Ke Min Wang Sai Ma Junlan Chen Fan Ren 18 81 0 06 Sep 2020
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability Volumes Juan Luis Gonzalez Munchurl Kim 26 84 0 09 Aug 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 317 0 14 Jul 2020
MiniNet: An extremely lightweight convolutional neural network for real-time unsupervised monocular depth estimation Jun Liu Qing Li Rui Cao Wenming Tang Guoping Qiu MDE 22 35 0 27 Jun 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
Is Depth Really Necessary for Salient Object Detection? Jiawei Zhao Yifan Zhao Jia Li Xiaowu Chen 21 71 0 30 May 2020
Taxonomy of Dual Block-Coordinate Ascent Methods for Discrete Energy Minimization Siddharth Tourani Alexander Shekhovtsov Carsten Rother Bogdan Savchynskyy 24 12 0 16 Apr 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
Monocular Depth Estimation Based On Deep Learning: An Overview Chaoqiang Zhao Qiyu Sun Chongzhen Zhang Yang Tang Feng Qian MDE 65 251 0 14 Mar 2020
Perception and Navigation in Autonomous Systems in the Era of Learning: A Survey Yang Tang Chaoqiang Zhao Jianrui Wang Chongzhen Zhang Qiyu Sun Weixing Zheng W. Du Feng Qian Jürgen Kurths 18 65 0 08 Jan 2020
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
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
Real-time self-adaptive deep stereo A. Tonioni Fabio Tosi Matteo Poggi S. Mattoccia Luigi Di Stefano 16 265 0 12 Oct 2018
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 197 1,708 0 06 Jun 2018