Estimating Depth from Monocular Images as Classification Using Deep Fully Convolutional Residual Networks

8 May 2016

Chunhua Shen

Papers citing "Estimating Depth from Monocular Images as Classification Using Deep Fully Convolutional Residual Networks"

50 / 51 papers shown

Title
Vision-Language Embodiment for Monocular Depth Estimation Jinchang Zhang Guoyu Lu VLM MDE 50 0 0 18 Mar 2025
MetricDepth: Enhancing Monocular Depth Estimation with Deep Metric Learning Chunpu Liu Guanglei Yang Wangmeng Zuo Tianyi Zan MDE 51 0 0 31 Dec 2024
DCDepth: Progressive Monocular Depth Estimation in Discrete Cosine Domain Kun Wang Zhiqiang Yan Junkai Fan Wanlu Zhu Xianrui Li Jun Li Jian Yang MDE 36 5 0 19 Oct 2024
CT3D++: Improving 3D Object Detection with Keypoint-induced Channel-wise Transformer Hualian Sheng Sijia Cai Na Zhao Bing Deng Qiao Liang Min-Jian Zhao Jieping Ye 3DPC 45 0 0 12 Jun 2024
Flash3D: Feed-Forward Generalisable 3D Scene Reconstruction from a Single Image Stanislaw Szymanowicz Eldar Insafutdinov Chuanxia Zheng Dylan Campbell João F. Henriques Christian Rupprecht Andrea Vedaldi 3DGS 31 49 0 06 Jun 2024
DCPI-Depth: Explicitly Infusing Dense Correspondence Prior to Unsupervised Monocular Depth Estimation Mengtan Zhang Yi Feng Qijun Chen Rui Fan MDE 43 5 0 27 May 2024
Promoting CNNs with Cross-Architecture Knowledge Distillation for Efficient Monocular Depth Estimation Zhimeng Zheng Tao Huang Gongsheng Li Zuyi Wang 45 2 0 25 Apr 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
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression Xuanlong Yu Gianni Franchi Jindong Gu Emanuel Aldea UQCV 16 4 0 17 Aug 2023
Defocus to focus: Photo-realistic bokeh rendering by fusing defocus and radiance priors Xianrui Luo Juewen Peng Ke Xian Zijin Wu Z. Cao 30 9 0 07 Jun 2023
Single-Stage 3D Geometry-Preserving Depth Estimation Model Training on Dataset Mixtures with Uncalibrated Stereo Data Nikolay Patakin Mikhail Romanov Anna Vorontsova M. Artemyev Anton Konushin MDE 46 6 0 05 Jun 2023
The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation Saurabh Saxena Charles Herrmann Junhwa Hur Abhishek Kar Mohammad Norouzi Deqing Sun David J. Fleet DiffM 33 78 0 02 Jun 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
A geometry-aware deep network for depth estimation in monocular endoscopy Yongming Yang Shuwei Shao Tao Yang P. Wang Zhuo Yang Cheng Wu Hao Liu MDE 22 20 0 20 Apr 2023
Embodied Concept Learner: Self-supervised Learning of Concepts and Mapping through Instruction Following Mingyu Ding Yan Xu Zhenfang Chen David D. Cox Ping Luo J. Tenenbaum Chuang Gan LM&Ro 56 21 0 07 Apr 2023
Depth Estimation and Image Restoration by Deep Learning from Defocused Images Saqib Nazir Lorenzo Vaquero M. Mucientes V. Brea D. Coltuc 3DV MDE 31 11 0 21 Feb 2023
On the Metrics for Evaluating Monocular Depth Estimation A. Gurram Antonio M. López 38 3 0 20 Feb 2023
Long Range Object-Level Monocular Depth Estimation for UAVs David Silva Nicolas Jourdan Nils Gählert 8 1 0 17 Feb 2023
Regularising disparity estimation via multi task learning with structured light reconstruction Alistair Weld João Cartucho Chi Xu Joseph Davids Stamatia Giannarou 3DV 21 4 0 19 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
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
Deep Depth Completion from Extremely Sparse Data: A Survey Junjie Hu Chenyu Bao Mete Ozay Chenyou Fan Qing Gao Honghai Liu Tin Lun Lam 3DV 3DPC 19 54 0 11 May 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
On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression Xuanlong Yu Gianni Franchi Emanuel Aldea UQCV 32 2 0 24 Feb 2022
GLPanoDepth: Global-to-Local Panoramic Depth Estimation Jia-Chi Bai Shuichang Lai Haoyu Qin Jie Guo Yanwen Guo ViT MDE 66 21 0 06 Feb 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
Self-Supervised Monocular Depth and Ego-Motion Estimation in Endoscopy: Appearance Flow to the Rescue Shuwei Shao Z. Pei Weihai Chen Wentao Zhu Xingming Wu Dianmin Sun Baochang Zhang MDE 43 93 0 15 Dec 2021
Monocular Depth Estimation with Sharp Boundary Xin Yang Qingling Chang Xinlin Liu Yan Cui MDE 39 1 0 12 Oct 2021
Unsupervised Monocular Depth Perception: Focusing on Moving Objects Hualie Jiang Laiyan Ding Zhenglong Sun Rui Huang MDE 16 8 0 30 Aug 2021
BridgeNet: A Joint Learning Network of Depth Map Super-Resolution and Monocular Depth Estimation Q. Tang Runmin Cong Ronghui Sheng Lingzhi He Dan Zhang Yao-Min Zhao Sam Kwong 3DV MDE 29 47 0 27 Jul 2021
Mirror3D: Depth Refinement for Mirror Surfaces J. Tan W. Lin Angel X. Chang Manolis Savva MDE 16 22 0 11 Jun 2021
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos Shaocheng Jia Xin Pei W. Yao S. Wong 3DPC MDE 43 19 0 07 Jun 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
A New Distributional Ranking Loss With Uncertainty: Illustrated in Relative Depth Estimation Alican Mertan Y. Sahin D. Duff Gözde B. Ünal OOD UQCV 27 10 0 14 Oct 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
$S^3$ Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data Bin Cheng Inderjot Singh Saggu Raunak Shah G. Bansal Dinesh Bharadia MDE 23 25 0 28 Jul 2020
VisualEchoes: Spatial Image Representation Learning through Echolocation Ruohan Gao Changan Chen Ziad Al-Halah Carl Schissler Kristen Grauman MDE SSL 171 83 0 04 May 2020
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation Jinghua Zhang Chen Li Frank Kulwa Xin Zhao Changhao Sun Zihan Li Tao Jiang Hong Li Shouliang Qi 6 22 0 08 Mar 2020
DiverseDepth: Affine-invariant Depth Prediction Using Diverse Data Wei Yin Xinlong Wang Chunhua Shen Yifan Liu Zhi Tian Songcen Xu Changming Sun Dou Renyin 3DH MDE 19 70 0 03 Feb 2020
Exploiting temporal consistency for real-time video depth estimation Haokui Zhang Chunhua Shen Ying Li Yuanzhouhan Cao Yu Liu Youliang Yan MDE 22 110 0 10 Aug 2019
MultiDepth: Single-Image Depth Estimation via Multi-Task Regression and Classification Lukas Liebel Marco Körner 3DH 41 25 0 25 Jul 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 26 27 0 08 Dec 2018
Inferring Point Clouds from Single Monocular Images by Depth Intermediation Wei Zeng Sezer Karaoglu Theo Gevers 3DPC 24 19 0 04 Dec 2018
Towards real-time unsupervised monocular depth estimation on CPU Matteo Poggi Filippo Aleotti Fabio Tosi S. Mattoccia MDE 18 156 0 29 Jun 2018
Deep multi-scale architectures for monocular depth estimation Michel Moukari Sylvaine Picard Loïc Simon F. Jurie MDE 23 20 0 08 Jun 2018
Dual CNN Models for Unsupervised Monocular Depth Estimation Vamshi Krishna Repala S. Dubey MDE 27 37 0 16 Apr 2018
Monocular Depth Estimation by Learning from Heterogeneous Datasets A. Gurram O. Urfalioglu Ibrahim Halfaoui Fahd Bouzaraa Antonio M. López MDE 18 14 0 21 Mar 2018
Fusion of stereo and still monocular depth estimates in a self-supervised learning context Diogo Martins K. G. Hecke Guido de Croon SSL MDE 8 21 0 20 Mar 2018
Parse Geometry from a Line: Monocular Depth Estimation with Partial Laser Observation Yiyi Liao Lichao Huang Yue Wang S. Kodagoda Yinan Yu Yong-Jin Liu MDE 22 102 0 17 Oct 2016
Unsupervised Monocular Depth Estimation with Left-Right Consistency Clément Godard Oisin Mac Aodha Gabriel J. Brostow MDE 8 2,865 0 13 Sep 2016