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LocalBins: Improving Depth Estimation by Learning Local Distributions

LocalBins: Improving Depth Estimation by Learning Local Distributions

European Conference on Computer Vision (ECCV), 2022
28 March 2022
S. Bhat
Ibraheem Alhashim
Peter Wonka
    MDE
ArXiv (abs)PDFHTML

Papers citing "LocalBins: Improving Depth Estimation by Learning Local Distributions"

50 / 64 papers shown
Title
TSE-Net: Semi-supervised Monocular Height Estimation from Single Remote Sensing Images
TSE-Net: Semi-supervised Monocular Height Estimation from Single Remote Sensing Images
Sining Chen
Xiao Xiang Zhu
104
0
0
17 Nov 2025
WEDepth: Efficient Adaptation of World Knowledge for Monocular Depth Estimation
WEDepth: Efficient Adaptation of World Knowledge for Monocular Depth Estimation
Gongshu Wang
Zhirui Wang
Kan Yang
MDEVLM
101
0
0
11 Nov 2025
FreqPDE: Rethinking Positional Depth Embedding for Multi-View 3D Object Detection Transformers
FreqPDE: Rethinking Positional Depth Embedding for Multi-View 3D Object Detection Transformers
Haisheng Su
Junjie Zhang
Feixiang Song
Sanping Zhou
Wei Wu
N. Zheng
Junchi Yan
ViT3DPC
136
0
0
17 Oct 2025
Towards Depth Foundation Model: Recent Trends in Vision-Based Depth Estimation
Towards Depth Foundation Model: Recent Trends in Vision-Based Depth Estimation
Zhen Xu
Hongyu Zhou
Sida Peng
Haotong Lin
Haoyu Guo
...
Yue Wang
Ruizhen Hu
Yiyi Liao
Xiaowei Zhou
Hujun Bao
VLM
130
1
0
15 Jul 2025
DepthART: Monocular Depth Estimation as Autoregressive Refinement Task
DepthART: Monocular Depth Estimation as Autoregressive Refinement Task
Bulat Gabdullin
Nina Konovalova
Nikolay Patakin
Dmitry Senushkin
Anton Konushin
MDE
332
2
0
01 Jul 2025
Monocular One-Shot Metric-Depth Alignment for RGB-Based Robot Grasping
Monocular One-Shot Metric-Depth Alignment for RGB-Based Robot Grasping
Teng Guo
Baichuan Huang
Jingjin Yu
139
0
0
20 Jun 2025
TR2M: Transferring Monocular Relative Depth to Metric Depth with Language Descriptions and Scale-Oriented Contrast
TR2M: Transferring Monocular Relative Depth to Metric Depth with Language Descriptions and Scale-Oriented Contrast
Beilei Cui
Yiming Huang
Long Bai
Hongliang Ren
192
0
0
16 Jun 2025
VGLD: Visually-Guided Linguistic Disambiguation for Monocular Depth Scale Recovery
VGLD: Visually-Guided Linguistic Disambiguation for Monocular Depth Scale Recovery
Bojin Wu
Jing Chen
MDE
474
0
0
05 May 2025
The Fourth Monocular Depth Estimation Challenge
The Fourth Monocular Depth Estimation Challenge
Anton Obukhov
Matteo Poggi
Fabio Tosi
Ripudaman Singh Arora
Jaime Spencer
...
Tuan-Anh Yang
Minh-Quang Nguyen
T. Tran
Albert Luginov
Muhammad Shahzad
MDE
915
3
0
24 Apr 2025
Metric-Solver: Sliding Anchored Metric Depth Estimation from a Single Image
Metric-Solver: Sliding Anchored Metric Depth Estimation from a Single Image
Tao Wen
Jiadong Wang
Yuxiao Chen
Shugong Xu
Fangqiu Yi
Xuelong Li
MDE
298
0
0
16 Apr 2025
EgoDTM: Towards 3D-Aware Egocentric Video-Language Pretraining
EgoDTM: Towards 3D-Aware Egocentric Video-Language Pretraining
Boshen Xu
Yuting Mei
Xinbi Liu
Sipeng Zheng
Qin Jin
VLMMDE
454
2
0
19 Mar 2025
Multi-view Reconstruction via SfM-guided Monocular Depth Estimation
Multi-view Reconstruction via SfM-guided Monocular Depth EstimationComputer Vision and Pattern Recognition (CVPR), 2025
Haoyu Guo
He Zhu
Sida Peng
Haotong Lin
Yunzhi Yan
Tao Xie
Wenguan Wang
Xiaowei Zhou
Hujun Bao
3DVMDE
275
9
0
18 Mar 2025
Is Pre-training Applicable to the Decoder for Dense Prediction?
Is Pre-training Applicable to the Decoder for Dense Prediction?
Chao Ning
Wanshui Gan
Weihao Xuan
Xiangwei Zhu
423
0
0
05 Mar 2025
A Survey on Ordinal Regression: Applications, Advances and Prospects
Jinhong Wang
Jintai Chen
Jian Liu
Dongqi Tang
Benlin Liu
Jian Wu
189
0
0
02 Mar 2025
CoL3D: Collaborative Learning of Single-view Depth and Camera Intrinsics for Metric 3D Shape Recovery
CoL3D: Collaborative Learning of Single-view Depth and Camera Intrinsics for Metric 3D Shape RecoveryIEEE International Conference on Robotics and Automation (ICRA), 2025
Chenghao Zhang
Lubin Fan
Shen Cao
Bojian Wu
Jieping Ye
431
0
0
13 Feb 2025
Survey on Monocular Metric Depth Estimation
Survey on Monocular Metric Depth Estimation
Jiuling Zhang
VLM
660
8
0
21 Jan 2025
PatchRefiner V2: Fast and Lightweight Real-Domain High-Resolution Metric Depth Estimation
Zhenyu Li
Wenqing Cui
S. Bhat
Peter Wonka
MDE
282
1
0
03 Jan 2025
AVS-Net: Audio-Visual Scale Net for Self-supervised Monocular Metric
  Depth Estimation
AVS-Net: Audio-Visual Scale Net for Self-supervised Monocular Metric Depth Estimation
Xiaohu Liu
Sascha Hornauer
Fabien Moutarde
Jialiang Lu
SSLMDE
276
1
0
02 Dec 2024
Adaptive Stereo Depth Estimation with Multi-Spectral Images Across All
  Lighting Conditions
Adaptive Stereo Depth Estimation with Multi-Spectral Images Across All Lighting Conditions
Zihan Qin
Jialei Xu
Wenbo Zhao
Junjun Jiang
Xianming Liu
MDE
243
2
0
06 Nov 2024
DCDepth: Progressive Monocular Depth Estimation in Discrete Cosine
  Domain
DCDepth: Progressive Monocular Depth Estimation in Discrete Cosine DomainNeural Information Processing Systems (NeurIPS), 2024
Kun Wang
Zhiqiang Yan
Junkai Fan
Wanlu Zhu
Xianrui Li
Jun Li
Zhiqiang Wang
MDE
292
12
0
19 Oct 2024
KineDepth: Utilizing Robot Kinematics for Online Metric Depth Estimation
KineDepth: Utilizing Robot Kinematics for Online Metric Depth Estimation
Soofiyan Atar
Yuheng Zhi
Florian Richter
Michael C. Yip
MDE
403
2
0
29 Sep 2024
3DDX: Bone Surface Reconstruction from a Single Standard-Geometry
  Radiograph via Dual-Face Depth Estimation
3DDX: Bone Surface Reconstruction from a Single Standard-Geometry Radiograph via Dual-Face Depth EstimationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Yi Gu
Y. Otake
Keisuke Uemura
Masaki Takao
Mazen Soufi
S. Okada
Nobuhiko Sugano
Hugues Talbot
Yoshinobu Sato
135
1
0
25 Sep 2024
EDADepth: Enhanced Data Augmentation for Monocular Depth Estimation
EDADepth: Enhanced Data Augmentation for Monocular Depth EstimationInternational Conference on Machine Learning and Applications (ICMLA), 2024
Nischal Khanal
Shivanand Venkanna Sheshappanavar
MDE
312
0
0
10 Sep 2024
EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels
EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels
Qingyao Tian
Zhen Chen
Huai Liao
Xinyan Huang
Lujie Li
Sebastien Ourselin
Hongbin Liu
467
11
0
09 Sep 2024
UDGS-SLAM : UniDepth Assisted Gaussian Splatting for Monocular SLAM
UDGS-SLAM : UniDepth Assisted Gaussian Splatting for Monocular SLAM
Mostafa Mansour
Ahmed Abdelsalam
Ari Happonen
J. Porras
Esa Rahtu
3DGSMDE
374
1
0
31 Aug 2024
InSpaceType: Dataset and Benchmark for Reconsidering Cross-Space Type
  Performance in Indoor Monocular Depth
InSpaceType: Dataset and Benchmark for Reconsidering Cross-Space Type Performance in Indoor Monocular DepthBritish Machine Vision Conference (BMVC), 2024
Cho-Ying Wu
Quankai Gao
Chin-Cheng Hsu
Te-Lin Wu
Jing-Wen Chen
Ulrich Neumann
MDE
319
0
0
25 Aug 2024
FBINeRF: Feature-Based Integrated Recurrent Network for Pinhole and
  Fisheye Neural Radiance Fields
FBINeRF: Feature-Based Integrated Recurrent Network for Pinhole and Fisheye Neural Radiance Fields
Yifan Wu
Tianyi Cheng
Peixu Xin
Janusz Konrad
125
0
0
03 Aug 2024
HybridDepth: Robust Depth Fusion for Mobile AR by Leveraging Depth from
  Focus and Single-Image Priors
HybridDepth: Robust Depth Fusion for Mobile AR by Leveraging Depth from Focus and Single-Image Priors
Ashkan Ganj
Hang Su
Tian Guo
MDE
136
0
0
26 Jul 2024
ScaleDepth: Decomposing Metric Depth Estimation into Scale Prediction
  and Relative Depth Estimation
ScaleDepth: Decomposing Metric Depth Estimation into Scale Prediction and Relative Depth Estimation
Ruijie Zhu
Chuxin Wang
Ziyang Song
Li Liu
Tianzhu Zhang
Yongdong Zhang
MDE
243
16
0
11 Jul 2024
Scale-Invariant Monocular Depth Estimation via SSI Depth
Scale-Invariant Monocular Depth Estimation via SSI Depth
S. M. H. Miangoleh
Mahesh Kumar Krishna Reddy
Yağız Aksoy
MDE
220
5
0
13 Jun 2024
Progressive Depth Decoupling and Modulating for Flexible Depth
  Completion
Progressive Depth Decoupling and Modulating for Flexible Depth CompletionIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2024
Zhiwen Yang
Jiehua Zhang
Liang-Sheng Li
Chenggang Yan
Yaoqi Sun
Haibing Yin
224
5
0
15 May 2024
EndoDAC: Efficient Adapting Foundation Model for Self-Supervised Depth
  Estimation from Any Endoscopic Camera
EndoDAC: Efficient Adapting Foundation Model for Self-Supervised Depth Estimation from Any Endoscopic CameraInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Beilei Cui
Mobarakol Islam
Long Bai
An-Chi Wang
Hongliang Ren
MedIm
214
42
0
14 May 2024
The Third Monocular Depth Estimation Challenge
The Third Monocular Depth Estimation Challenge
Jaime Spencer
Fabio Tosi
Matteo Poggi
Ripudaman Singh Arora
Chris Russell
...
Albert Luginov
Muhammad Shahzad
Seyed Hosseini
Aleksander Trajcevski
James H. Elder
MDE
266
14
0
25 Apr 2024
Know Your Neighbors: Improving Single-View Reconstruction via Spatial
  Vision-Language Reasoning
Know Your Neighbors: Improving Single-View Reconstruction via Spatial Vision-Language ReasoningComputer Vision and Pattern Recognition (CVPR), 2024
Rui Li
Tobias Fischer
Mattia Segu
Marc Pollefeys
Luc Van Gool
Federico Tombari
285
11
0
04 Apr 2024
ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth
  Estimation
ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
Suraj Patni
Aradhye Agarwal
Chetan Arora
VLMDiffMMDE
307
47
0
27 Mar 2024
DepthFM: Fast Monocular Depth Estimation with Flow Matching
DepthFM: Fast Monocular Depth Estimation with Flow Matching
Ming Gui
Johannes S. Fischer
Ulrich Prestel
Pingchuan Ma
Dmytro Kotovenko
Olga Grebenkova
S. A. Baumann
Vincent Tao Hu
Bjorn Ommer
MDE
301
80
0
20 Mar 2024
LVIC: Multi-modality segmentation by Lifting Visual Info as Cue
LVIC: Multi-modality segmentation by Lifting Visual Info as Cue
Zichao Dong
Bowen Pang
Xufeng Huang
Hang Ji
Xin Zhan
Junbo Chen
3DPC
204
1
0
08 Mar 2024
Kick Back & Relax++: Scaling Beyond Ground-Truth Depth with SlowTV &
  CribsTV
Kick Back & Relax++: Scaling Beyond Ground-Truth Depth with SlowTV & CribsTV
Jaime Spencer
Chris Russell
Simon Hadfield
Richard Bowden
MDE
243
7
0
03 Mar 2024
PCDepth: Pattern-based Complementary Learning for Monocular Depth
  Estimation by Best of Both Worlds
PCDepth: Pattern-based Complementary Learning for Monocular Depth Estimation by Best of Both Worlds
Haotian Liu
Sanqing Qu
Fan Lu
Zongtao Bu
Florian Roehrbein
Alois Knoll
Guang Chen
MDE
187
4
0
29 Feb 2024
Zero-Shot Metric Depth with a Field-of-View Conditioned Diffusion Model
Zero-Shot Metric Depth with a Field-of-View Conditioned Diffusion Model
Saurabh Saxena
Junhwa Hur
Charles Herrmann
Deqing Sun
David J. Fleet
DiffM
219
35
0
20 Dec 2023
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature
  Refinement and Regularized Image-Text Alignment
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment
M. Lavrenyuk
Shariq Farooq Bhat
Matthias Müller
Peter Wonka
ObjDMDE
222
13
0
13 Dec 2023
Mitigating Perspective Distortion-induced Shape Ambiguity in Image Crops
Mitigating Perspective Distortion-induced Shape Ambiguity in Image Crops
Aditya Prakash
Arjun Gupta
Saurabh Gupta
205
4
0
11 Dec 2023
NDDepth: Normal-Distance Assisted Monocular Depth Estimation and
  Completion
NDDepth: Normal-Distance Assisted Monocular Depth Estimation and CompletionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Shuwei Shao
Zhongcai Pei
Weihai Chen
Peter C. Y. Chen
Zhengguo Li
232
18
0
13 Nov 2023
PolyMaX: General Dense Prediction with Mask Transformer
PolyMaX: General Dense Prediction with Mask TransformerIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Xuan S. Yang
Liangzhe Yuan
Kimberly Wilber
Astuti Sharma
Xiuye Gu
...
Stephanie Debats
Huisheng Wang
Hartwig Adam
Mikhail Sirotenko
Liang-Chieh Chen
257
24
0
09 Nov 2023
Analysis of NaN Divergence in Training Monocular Depth Estimation Model
Analysis of NaN Divergence in Training Monocular Depth Estimation Model
Bum Jun Kim
Hyeonah Jang
Sang Woo Kim
165
0
0
07 Nov 2023
FreeReg: Image-to-Point Cloud Registration Leveraging Pretrained
  Diffusion Models and Monocular Depth Estimators
FreeReg: Image-to-Point Cloud Registration Leveraging Pretrained Diffusion Models and Monocular Depth EstimatorsInternational Conference on Learning Representations (ICLR), 2023
Haiping Wang
Yuan Liu
Bing Wang
Yujing Sun
Zhenchao Dong
Wenping Wang
Bisheng Yang
DiffM
171
24
0
05 Oct 2023
Improving Equivariance in State-of-the-Art Supervised Depth and Normal
  Predictors
Improving Equivariance in State-of-the-Art Supervised Depth and Normal PredictorsIEEE International Conference on Computer Vision (ICCV), 2023
Yuanyi Zhong
Anand Bhattad
Yu-Xiong Wang
David Forsyth
MDE
153
2
0
28 Sep 2023
HTC-DC Net: Monocular Height Estimation from Single Remote Sensing
  Images
HTC-DC Net: Monocular Height Estimation from Single Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Sining Chen
Yilei Shi
Zhitong Xiong
Xiaoxiang Zhu
98
16
0
28 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for
  Depth Estimation
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth EstimationConference on Robot Learning (CoRL), 2023
Zizhang Wu
Zhuozheng Li
Zhi-Gang Fan
Yunzhe Wu
Xiaoquan Wang
Rui Tang
Jian Pu
275
2
0
26 Sep 2023
IEBins: Iterative Elastic Bins for Monocular Depth Estimation
IEBins: Iterative Elastic Bins for Monocular Depth EstimationNeural Information Processing Systems (NeurIPS), 2023
Shuwei Shao
Z. Pei
Xingming Wu
Zhong Liu
Weihai Chen
Zhengguo Li
MDE
260
79
0
25 Sep 2023
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