Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation

23 May 2022

Papers citing "Deep Digging into the Generalization of Self-Supervised Monocular Depth Estimation"

20 / 20 papers shown

Title
MonoPP: Metric-Scaled Self-Supervised Monocular Depth Estimation by Planar-Parallax Geometry in Automotive Applications Gasser Elazab Torben Gräber Michael Unterreiner Olaf Hellwich MDE 80 0 0 29 Nov 2024
Improving Domain Generalization in Self-supervised Monocular Depth Estimation via Stabilized Adversarial Training Yuanqi Yao Gang Wu Kui Jiang Siao Liu Jian Kuai Xianming Liu Junjun Jiang MDE 37 1 0 04 Nov 2024
Generalizing monocular colonoscopy image depth estimation by uncertainty-based global and local fusion network Sijia Du Chengfeng Zhou Suncheng Xiang Jianwei Xu Dahong Qian MedIm MDE 37 0 0 23 Sep 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
Mono-ViFI: A Unified Learning Framework for Self-supervised Single- and Multi-frame Monocular Depth Estimation Jinfeng Liu Lingtong Kong Bo Li Zerong Wang Hong Gu Jinwei Chen MDE 58 3 0 19 Jul 2024
IDOL: Unified Dual-Modal Latent Diffusion for Human-Centric Joint Video-Depth Generation Yuanhao Zhai K. Lin Linjie Li Chung-Ching Lin Jianfeng Wang Zhengyuan Yang David Doermann Junsong Yuan Zicheng Liu Lijuan Wang DiffM VGen 26 3 0 15 Jul 2024
ProDepth: Boosting Self-Supervised Multi-Frame Monocular Depth with Probabilistic Fusion Sungmin Woo Wonjoon Lee Woo Jin Kim Dogyoon Lee Sangyoun Lee MDE 20 3 0 12 Jul 2024
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey Uchitha Rajapaksha Ferdous Sohel Hamid Laga D. Diepeveen Mohammed Bennamoun MDE 38 11 0 28 Jun 2024
Multiple Prior Representation Learning for Self-Supervised Monocular Depth Estimation via Hybrid Transformer Guodong Sun Junjie Liu Mingxuan Liu Moyun Liu Yang Zhang MDE ViT 42 1 0 13 Jun 2024
Back to the Color: Learning Depth to Specific Color Transformation for Unsupervised Depth Estimation Yufan Zhu Chongzhi Ran Mingtao Feng Fangfang Wu Le Dong Weisheng Dong Antonio M. López G. Shi MDE 55 0 0 11 Jun 2024
Depth Prompting for Sensor-Agnostic Depth Estimation Jin-Hwi Park Chanhwi Jeong Junoh Lee Hae-Gon Jeon MDE VLM 40 7 0 20 May 2024
Self-Supervised Monocular Depth Estimation in the Dark: Towards Data Distribution Compensation Haolin Yang Chaoqiang Zhao Lu Sheng Yang Tang MDE 52 2 0 22 Apr 2024
Transformers in Unsupervised Structure-from-Motion Hemang Chawla Arnav Varma Elahe Arani Bahram Zonooz ViT 21 1 0 16 Dec 2023
From-Ground-To-Objects: Coarse-to-Fine Self-supervised Monocular Depth Estimation of Dynamic Objects with Ground Contact Prior Jaeho Moon J. P. Bello Byeongjun Kwon Munchurl Kim 23 6 0 15 Dec 2023
MonoDiffusion: Self-Supervised Monocular Depth Estimation Using Diffusion Model Shuwei Shao Zhongcai Pei Weihai Chen Dingchi Sun Peter C. Y. Chen Zhengguo Li MDE DiffM 21 7 0 13 Nov 2023
Federated Self-Supervised Learning of Monocular Depth Estimators for Autonomous Vehicles Elton F. S. Soares Carlos Alberto V. Campos MDE FedML 26 2 0 07 Oct 2023
EndoDepthL: Lightweight Endoscopic Monocular Depth Estimation with CNN-Transformer Yangke Li MedIm 21 1 0 04 Aug 2023
Channel-Aware Distillation Transformer for Depth Estimation on Nano Drones Ning Zhang F. Nex G. Vosselman N. Kerle 31 1 0 18 Mar 2023
A Study on the Generality of Neural Network Structures for Monocular Depth Estimation Ji-Hoon Bae K. Hwang Sunghoon Im MDE 26 7 0 09 Jan 2023
On Robust Cross-View Consistency in Self-Supervised Monocular Depth Estimation Haimei Zhao Jing Zhang Zhuo Chen Bo Yuan Dacheng Tao MDE 22 4 0 19 Sep 2022