Self-supervised Monocular Trained Depth Estimation using Self-attention and Discrete Disparity Volume

31 March 2020

Papers citing "Self-supervised Monocular Trained Depth Estimation using Self-attention and Discrete Disparity Volume"

40 / 40 papers shown

Title
ProDepth: Boosting Self-Supervised Multi-Frame Monocular Depth with Probabilistic Fusion Sungmin Woo Wonjoon Lee Woo Jin Kim Dogyoon Lee Sangyoun Lee MDE 18 3 0 12 Jul 2024
SpectralZoom: Efficient Segmentation with an Adaptive Hyperspectral Camera Jackson Arnold Sophia Rossi Chloe Petrosino Ethan Mitchell Sanjeev J. Koppal 34 0 0 06 Jun 2024
The Devil is in the Edges: Monocular Depth Estimation with Edge-aware Consistency Fusion Pengzhi Li Yikang Ding Haohan Wang Chengshuai Tang Zhiheng Li MDE 44 1 0 30 Mar 2024
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth Estimation Youhong Wang Yunji Liang Hao Xu Shaohui Jiao Hongkai Yu MDE 20 33 0 01 Sep 2023
DS-Depth: Dynamic and Static Depth Estimation via a Fusion Cost Volume Xingyu Miao Yang Bai Haoran Duan Yawen Huang Fan Wan Xinxing Xu Yang Long Yefeng Zheng MDE 16 16 0 14 Aug 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 26 13 0 27 Jul 2023
The Second Monocular Depth Estimation Challenge Jaime Spencer Chao Qian Michaela Trescakova Chris Russell Simon Hadfield ... Guangkai Xu Wei Yin Jun Yu Qi Zhang Chaoqiang Zhao MDE 25 11 0 14 Apr 2023
Multi-Frame Self-Supervised Depth Estimation with Multi-Scale Feature Fusion in Dynamic Scenes Jiquan Zhong Xiaolin Huang Xiao-Wei Yu MDE 32 4 0 26 Mar 2023
GlocalFuse-Depth: Fusing Transformers and CNNs for All-day Self-supervised Monocular Depth Estimation Zezheng Zhang Ryan K. Y. Chan Kenneth K. Y. Wong MDE ViT 13 1 0 20 Feb 2023
ROIFormer: Semantic-Aware Region of Interest Transformer for Efficient Self-Supervised Monocular Depth Estimation Daitao Xing Jinglin Shen C. Ho Anthony Tzes ViT MDE 24 4 0 12 Dec 2022
SfM-TTR: Using Structure from Motion for Test-Time Refinement of Single-View Depth Networks Sergio Izquierdo Javier Civera TTA MDE 34 7 0 24 Nov 2022
Lite-Mono: A Lightweight CNN and Transformer Architecture for Self-Supervised Monocular Depth Estimation Ning Zhang F. Nex G. Vosselman N. Kerle MDE 31 153 0 23 Nov 2022
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 16 4 0 20 Nov 2022
On Robust Cross-View Consistency in Self-Supervised Monocular Depth Estimation Haimei Zhao Jing Zhang Zhuo Chen Bo Yuan Dacheng Tao MDE 17 4 0 19 Sep 2022
Rethinking Skip Connections in Encoder-decoder Networks for Monocular Depth Estimation Zhitong Lai Haichao Sun Rui Tian Nannan Ding Zhiguo Wu Yanjie Wang MDE 22 3 0 29 Aug 2022
Crafting Monocular Cues and Velocity Guidance for Self-Supervised Multi-Frame Depth Learning Xiaofen Wang Zheng Zhu Guan Huang Xu Chi Yun Ye Ziwei Chen Xingang Wang MDE 30 19 0 19 Aug 2022
Self-Supervised Depth Estimation in Laparoscopic Image using 3D Geometric Consistency Baoru Huang Jian-Qing Zheng Anh Nguyen Chi Xu I. Gkouzionis Kunal N. Vyas D. Tuch Stamatia Giannarou Daniel Elson MDE 20 25 0 17 Aug 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 29 174 0 06 Aug 2022
Deconstructing Self-Supervised Monocular Reconstruction: The Design Decisions that Matter Jaime Spencer Martin Chris Russell Simon Hadfield Richard Bowden MDE 24 22 0 02 Aug 2022
Multi-Frame Self-Supervised Depth with Transformers Vitor Campagnolo Guizilini Rares Ambrus Di Chen Sergey Zakharov Adrien Gaidon ViT MDE 15 84 0 15 Apr 2022
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation Zhenyu Li Xuyang Wang Xianming Liu Junjun Jiang MDE 24 191 0 03 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 18 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
Instance-aware multi-object self-supervision for monocular depth prediction Houssem-eddine Boulahbal A. Voicila Andrew I. Comport MDE 27 8 0 02 Mar 2022
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics Arnav Varma Hemang Chawla Bahram Zonooz Elahe Arani ViT MDE 31 49 0 07 Feb 2022
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in Dynamic Environments Christian Homeyer Oliver Lange Christoph Schnörr MDE 13 3 0 21 Jan 2022
Video Transformers: A Survey Javier Selva A. S. Johansen Sergio Escalera Kamal Nasrollahi T. Moeslund Albert Clapés ViT 22 103 0 16 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
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 38 93 0 15 Dec 2021
CamLessMonoDepth: Monocular Depth Estimation with Unknown Camera Parameters Sai Shyam Chanduri Zeeshan Khan Suri Igor Vozniak Christian Müller MDE 21 12 0 27 Oct 2021
X-Distill: Improving Self-Supervised Monocular Depth via Cross-Task Distillation H. Cai J. Matai Shubhankar Borse Yizhe Zhang Amin Ansari Fatih Porikli FedML VLM MDE 47 21 0 24 Oct 2021
Self-Supervised Generative Adversarial Network for Depth Estimation in Laparoscopic Images Baoru Huang Jian-Qing Zheng A. Nguyen D. Tuch Kunal N. Vyas Stamatia Giannarou Daniel Elson GAN MedIm MDE 19 36 0 09 Jul 2021
The Temporal Opportunist: Self-Supervised Multi-Frame Monocular Depth Jamie Watson Oisin Mac Aodha V. Prisacariu Gabriel J. Brostow Michael Firman MDE 26 264 0 29 Apr 2021
SaccadeCam: Adaptive Visual Attention for Monocular Depth Sensing Brevin Tilmon S. Koppal MDE 14 5 0 24 Mar 2021
Revisiting Self-Supervised Monocular Depth Estimation Ue-Hwan Kim Jong-Hwan Kim SSL MDE 34 7 0 23 Mar 2021
Learning Depth via Leveraging Semantics: Self-supervised Monocular Depth Estimation with Both Implicit and Explicit Semantic Guidance Rui Li Xiantuo He Danna Xue Shaolin Su Qing Mao Yu Zhu Jinqiu Sun Yanning Zhang SSL MDE 37 29 0 11 Feb 2021
Variational Monocular Depth Estimation for Reliability Prediction Noriaki Hirose S. Taguchi Keisuke Kawano Satoshi Koide MDE 26 4 0 24 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 27 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 13 81 0 06 Sep 2020
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Mingming Gong Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 180 1,707 0 06 Jun 2018