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2001.05036
Cited By
Single Image Depth Estimation Trained via Depth from Defocus Cues
Computer Vision and Pattern Recognition (CVPR), 2019
14 January 2020
Shir Gur
Lior Wolf
MDE
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Papers citing
"Single Image Depth Estimation Trained via Depth from Defocus Cues"
48 / 48 papers shown
Parameter-Free Neural Lens Blur Rendering for High-Fidelity Composites
International Symposium on Mixed and Augmented Reality (ISMAR), 2025
Lingyan Ruan
Bin Chen
Taehyun Rhee
182
0
0
21 Nov 2025
S2ML: Spatio-Spectral Mutual Learning for Depth Completion
Zihui Zhao
Yifei Zhang
Zheng Wang
Yang Li
Kui Jiang
Zihan Geng
Chia-Wen Lin
MDE
286
0
0
08 Nov 2025
Seeing Clearly and Deeply: An RGBD Imaging Approach with a Bio-inspired Monocentric Design
Zongxi Yu
Xiaolong Qian
Shaohua Gao
Qi Jiang
Yao Gao
Kailun Yang
Kaiwei Wang
156
0
0
29 Oct 2025
Single-Image Depth from Defocus with Coded Aperture and Diffusion Posterior Sampling
Hodaka Kawachi
Jose Reinaldo Cunha Santos A. V. Silva Neto
Y. Yagi
Hajime Nagahara
Tomoya Nakamura
DiffM
161
0
0
22 Sep 2025
Monocular Depth Estimation with Global-Aware Discretization and Local Context Modeling
Heng Wu
Qian Zhang
Guixu Zhang
MDE
247
0
0
05 Aug 2025
Dark Channel-Assisted Depth-from-Defocus from a Single Image
Moushumi Medhi
R. R. Sahay
MDE
217
0
0
07 Jun 2025
Depth Estimation Based on 3D Gaussian Splatting Siamese Defocus
IEEE International Conference on Robotics and Automation (ICRA), 2024
Jinchang Zhang
Ningning Xu
Hao Zhang
Guoyu Lu
MDE
312
2
0
18 Sep 2024
Depth from Coupled Optical Differentiation
International Journal of Computer Vision (IJCV), 2024
Junjie Luo
Yuxuan Liu
Emma Alexander
Qi Guo
259
3
0
16 Sep 2024
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions
Xiaolong Qian
Zhijie Xu
Yao Gao
Shaohua Gao
Zhonghua Yi
...
Kai Wei
Haifeng Li
Kailun Yang
Kaiwei Wang
J. Bai
293
0
0
15 Sep 2024
OmniControlNet: Dual-stage Integration for Conditional Image Generation
Yilin Wang
Haiyang Xu
Xiang Zhang
Zeyuan Chen
Zhizhou Sha
Zirui Wang
Zhuowen Tu
VLM
388
28
0
09 Jun 2024
Learning Monocular Depth from Focus with Event Focal Stack
Chenxu Jiang
Mingyuan Lin
Chi Zhang
Zhenghai Wang
Lei Yu
MDE
277
3
0
11 May 2024
METER: a mobile vision transformer architecture for monocular depth estimation
Lorenzo Papa
Paolo Russo
Irene Amerini
MDE
324
35
0
13 Mar 2024
Physics Informed and Data Driven Simulation of Underwater Images via Residual Learning
Tanmoy Mondal
Ricardo Mendoza
Lucas Drumetz
266
2
0
07 Feb 2024
Camera-Independent Single Image Depth Estimation from Defocus Blur
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
L. Wijayasingha
H. Alemzadeh
John A. Stankovic
VLM
MDE
263
9
0
21 Nov 2023
FocDepthFormer: Transformer with LSTM for Depth Estimation from Focus
Applied Informatics (AI), 2023
Xueyang Kang
Fengze Han
A. Fayjie
Dong Gong
MDE
ViT
302
0
0
17 Oct 2023
Dr.Bokeh: DiffeRentiable Occlusion-aware Bokeh Rendering
Computer Vision and Pattern Recognition (CVPR), 2023
Yichen Sheng
Zixun Yu
Lu Ling
Zhiwen Cao
Cecilia Zhang
Xin Lu
Ke Xian
Haiting Lin
Bedrich Benes
296
22
0
17 Aug 2023
Fully Self-Supervised Depth Estimation from Defocus Clue
Computer Vision and Pattern Recognition (CVPR), 2023
Haozhe Si
Bin Zhao
Dong Wang
Yupeng Gao
Mulin. Chen
Zhigang Wang
Xuelong Li
341
32
0
19 Mar 2023
Aberration-Aware Depth-from-Focus
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Xinge Yang
Qiang Fu
Mohammed Elhoseiny
Wolfgang Heidrich
330
21
0
08 Mar 2023
Depth Estimation and Image Restoration by Deep Learning from Defocused Images
IEEE Transactions on Computational Imaging (IEEE Trans. Comput. Imaging), 2023
Saqib Nazir
Lorenzo Vaquero
M. Mucientes
V. Brea
D. Coltuc
3DV
MDE
326
23
0
21 Feb 2023
DAQE: Enhancing the Quality of Compressed Images by Exploiting the Inherent Characteristic of Defocus
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Qunliang Xing
Mai Xu
Xin Deng
Yichen Guo
209
3
0
20 Nov 2022
PlaneDepth: Self-supervised Depth Estimation via Orthogonal Planes
Computer Vision and Pattern Recognition (CVPR), 2022
Ruoyu Wang
Zehao Yu
Shenghua Gao
MDE
362
50
0
04 Oct 2022
WorldGen: A Large Scale Generative Simulator
IEEE International Conference on Robotics and Automation (ICRA), 2022
Chahat Deep Singh
R. Kumari
Cornelia Fermuller
N. Sanket
Yiannis Aloimonos
334
5
0
03 Oct 2022
Learning Depth from Focus in the Wild
European Conference on Computer Vision (ECCV), 2022
Changyeon Won
Hae-Gon Jeon
3DV
261
23
0
20 Jul 2022
AR-NeRF: Unsupervised Learning of Depth and Defocus Effects from Natural Images with Aperture Rendering Neural Radiance Fields
Computer Vision and Pattern Recognition (CVPR), 2022
Takuhiro Kaneko
272
19
0
13 Jun 2022
Positional Information is All You Need: A Novel Pipeline for Self-Supervised SVDE from Videos
J. P. Bello
Jaeho Moon
Munchurl Kim
3DPC
254
5
0
18 May 2022
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame Monocular Depth
European Conference on Computer Vision (ECCV), 2022
Ziyue Feng
Liang Yang
Longlong Jing
Haiyan Wang
Yingli Tian
Bing Li
MDE
350
92
0
29 Mar 2022
Unsupervised Learning Based Focal Stack Camera Depth Estimation
Conference on Lasers and Electro-Optics (CLEO), 2022
Zhengyu Huang
Weizhi Du
Theodore Norris
MDE
339
1
0
14 Mar 2022
Point Spread Function Estimation of Defocus
Social Science Research Network (SSRN), 2022
Renzhi He
Y. Zhuang
Boya Fu
Fei Liu
197
2
0
06 Mar 2022
Deep Depth from Focal Stack with Defocus Model for Camera-Setting Invariance
International Journal of Computer Vision (IJCV), 2022
Yuki Fujimura
M. Iiyama
Takuya Funatomi
Y. Mukaigawa
273
17
0
26 Feb 2022
On the Sins of Image Synthesis Loss for Self-supervised Depth Estimation
Zhaoshuo Li
Nathan G. Drenkow
Hao Ding
Andy S Ding
A. Lu
Francis X. Creighton
Russell H. Taylor
Mathias Unberath
MDE
212
9
0
13 Sep 2021
Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus Supervision
IEEE International Conference on Computer Vision (ICCV), 2021
Ning-Hsu Wang
Ren Wang
Yu-Lun Liu
Yu-Hao Huang
Yu-Lin Chang
Chia-Ping Chen
Kevin Jou
MDE
310
40
0
24 Aug 2021
DDCNet-Multires: Effective Receptive Field Guided Multiresolution CNN for Dense Prediction
A. Salehi
M. Balasubramanian
264
3
0
12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction
A. Salehi
M. Balasubramanian
MDE
174
21
0
09 Jul 2021
Unsupervised Learning of Depth and Depth-of-Field Effect from Natural Images with Aperture Rendering Generative Adversarial Networks
Takuhiro Kaneko
GAN
279
8
0
24 Jun 2021
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models
European Conference on Computer Vision (ECCV), 2021
Chenfeng Xu
Shijia Yang
Tomer Galanti
Bichen Wu
Xiangyu Yue
Bohan Zhai
Wei Zhan
Peter Vajda
Kurt Keutzer
Masayoshi Tomizuka
3DPC
253
65
0
08 Jun 2021
A Novel 3D-UNet Deep Learning Framework Based on High-Dimensional Bilateral Grid for Edge Consistent Single Image Depth Estimation
International Conference on 3D Imaging (IC3I), 2020
Mansi Sharma
Abheesht Sharma
Kadvekar Rohit Tushar
Avinash Panneer
MDE
205
7
0
21 May 2021
Single Image Depth Estimation: An Overview
Alican Mertan
D. Duff
Gözde B. Ünal
MoMe
302
111
0
13 Apr 2021
PLADE-Net: Towards Pixel-Level Accuracy for Self-Supervised Single-View Depth Estimation with Neural Positional Encoding and Distilled Matting Loss
Computer Vision and Pattern Recognition (CVPR), 2021
J. P. Bello
Munchurl Kim
3DV
MDE
295
52
0
12 Mar 2021
Data-driven Holistic Framework for Automated Laparoscope Optimal View Control with Learning-based Depth Perception
IEEE International Conference on Robotics and Automation (ICRA), 2020
Bin Li
Bo Lu
Yiang Lu
Qi Dou
Yunhui Liu
226
31
0
23 Nov 2020
Dehazing Cost Volume for Deep Multi-view Stereo in Scattering Media with Airlight and Scattering Coefficient Estimation
Asian Conference on Computer Vision (ACCV), 2020
Yuki Fujimura
Motoharu Sonogashira
M. Iiyama
243
4
0
18 Nov 2020
On Deep Learning Techniques to Boost Monocular Depth Estimation for Autonomous Navigation
R. Q. Mendes
E. G. Ribeiro
N. D. S. Rosa
V. Grassi
MDE
346
51
0
13 Oct 2020
Deep Multi-Scale Feature Learning for Defocus Blur Estimation
IEEE Transactions on Image Processing (TIP), 2020
Ali Karaali
N. Harte
C. R. Jung
210
27
0
24 Sep 2020
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability Volumes
Neural Information Processing Systems (NeurIPS), 2020
Juan Luis Gonzalez
Munchurl Kim
549
97
0
09 Aug 2020
Deep Learning-based Single Image Face Depth Data Enhancement
Torsten Schlett
Christian Rathgeb
Christoph Busch
CVBM
266
17
0
19 Jun 2020
Focus on defocus: bridging the synthetic to real domain gap for depth estimation
Maxim Maximov
Kevin Galim
Laura Leal-Taixé
MDE
257
81
0
19 May 2020
MonSter: Awakening the Mono in Stereo
Yotam Gil
Shay Elmalem
H. Haim
E. Marom
Raja Giryes
MDE
228
9
0
30 Oct 2019
Deep 3D Pan via adaptive "t-shaped" convolutions with global and local adaptive dilations
J. P. Bello
Munchurl Kim
MDE
199
0
0
02 Oct 2019
Self-supervised blur detection from synthetically blurred scenes
Image and Vision Computing (IVC), 2019
Aitor Alvarez-Gila
Adrian Galdran
Estíbaliz Garrote
Joost van de Weijer
177
9
0
28 Aug 2019
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