Refine and Distill: Exploiting Cycle-Inconsistency and Knowledge Distillation for Unsupervised Monocular Depth Estimation

11 March 2019

Papers citing "Refine and Distill: Exploiting Cycle-Inconsistency and Knowledge Distillation for Unsupervised Monocular Depth Estimation"

25 / 25 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
Promoting CNNs with Cross-Architecture Knowledge Distillation for Efficient Monocular Depth Estimation Zhimeng Zheng Tao Huang Gongsheng Li Zuyi Wang 48 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
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
Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation Cristiano Saltori Fabio Galasso G. Fiameni N. Sebe Fabio Poiesi Elisa Ricci 3DPC 37 19 0 28 Aug 2023
Exploiting Unlabelled Photos for Stronger Fine-Grained SBIR Aneeshan Sain A. Bhunia Subhadeep Koley Pinaki Nath Chowdhury Soumitri Chattopadhyay Tao Xiang Yi-Zhe Song 28 18 0 24 Mar 2023
OccDepth: A Depth-Aware Method for 3D Semantic Scene Completion Ruihang Miao Weizhou Liu Ming-lei Chen Zheng Gong Weixin Xu Chen Hu Shuchang Zhou 33 80 0 27 Feb 2023
BEV-LGKD: A Unified LiDAR-Guided Knowledge Distillation Framework for BEV 3D Object Detection Jianing Li Ming Lu Jiaming Liu Yandong Guo Li Du Shanghang Zhang 40 6 0 01 Dec 2022
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
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 24 4 0 20 Nov 2022
Dense Depth Distillation with Out-of-Distribution Simulated Images Junjie Hu Chenyou Fan Mete Ozay Hualie Jiang Tin Lun Lam 21 4 0 26 Aug 2022
Learning Occlusion-Aware Coarse-to-Fine Depth Map for Self-supervised Monocular Depth Estimation Zhengming Zhou Qiulei Dong MDE 11 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
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
Multi-Domain Image-to-Image Translation with Adaptive Inference Graph The-Phuc Nguyen Stéphane Lathuilière Elisa Ricci 3DH 24 6 0 11 Jan 2021
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
Feature-metric Loss for Self-supervised Learning of Depth and Egomotion Chang Shu Kun Yu Zhixiang Duan Kuiyuan Yang SSL MDE 30 229 0 21 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 318 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 27 35 0 27 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 19 2,843 0 09 Jun 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
Deep Ordinal Regression Network for Monocular Depth Estimation Huan Fu Biwei Huang Chaohui Wang Kayhan Batmanghelich Dacheng Tao MDE 200 1,708 0 06 Jun 2018