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📖 Guided Depth Map Super-resolution: A Survey

Accepted by ACM CSUR.

Citation

If you find this project useful, please cite:

@article{zhong2023guided,

title={Guided Depth Map Super-resolution: A Survey}, author={Zhong, Zhiwei and Liu, Xianming and Jiang, Junjun and Zhao, Debin and Ji, Xiangyang}, journal={ACM Computing Surveys}, year={2023}, publisher={ACM New York, NY} }

Installation

  1. Clone repo

    git https://github.com/zhwzhong/Awesome-Guided-Depth-Map-Super-resolution.git
cd Awesome-Guided-Depth-Map-Super-resolution/code

  2. Install dependent packages

    pip install -r requirements.txt

Dataset

  1. NYU 2. Sintel 3.DIDOE 4. SUN RGB 5. RGB-D-D 6. DIML

Train

 python main.py  --scale=SCALE --dataset_name='NYU' --model_name=MODEL NAME

Test

 python main.py  --scale=SCALE --dataset_name='NYU' --model_name=MODEL NAME --test_only

Awesome Guided Depth Map Super-resolution Awesome

Type F P L
Explanation Filtering-based Prior-based Learning-based

2024 Venuse

Title Venue Type Code
SGNet: Structure Guided Network via Gradient-Frequency Awareness for Depth Map Super-Resolution pdf AAAI L Github

2023 Venues

Title Venue Type Code
Guided Depth Super-Resolution by Deep Anisotropic Diffusion pdf CVPR L Github
Joint depth map super-resolution method via deep hybrid-cross guidance filter PDF PR P --
Recurrent Structure Attention Guidance for Depth Super-Resolution PDF AAAI L --
Structure Flow-Guided Network for Real Depth Super-Resolution PDF AAAI L --
Deep Attentional Guided Filtering PDF TNNLS L&F Github
Fully Cross-Attention Transformer for Guided Depth Super-Resolution PDF Sensors L --
Spherical Space Feature Decomposition for Guided Depth Map Super-Resolution PDF ICCV L&P --
Depth Super-Resolution from Explicit and Implicit High-Frequency Features PDF arxiv L --
Self-Supervised Learning for RGB-Guided Depth Enhancement by Exploiting the Dependency Between RGB and Depth PDF TIP L Github
RGB-Guided Depth Map Recovery by Two-Stage Coarse-to-Fine Dense CRF Models pdf TIP P --
Learning Continuous Depth Representation via Geometric Spatial Aggregator pdf AAAI L Github
Coarse-to-Fine Depth Super-Resolution with Adaptive RGB-D Feature Attention pdf TMM L --
A^2GSTran: Depth Map Super-resolution via Asymmetric Attention with Guidance Selection pdf TCSVT L Github

2022 Venues

Title Venue Type Code
Learning Mutual Modulation for Self-Supervised Cross-Modal Super-Resolution pdf ECCV L Github
PDR-Net: Progressive depth reconstruction network for color guided depth map super-resolution PDF NC L --
Multi-Modal Convolutional Dictionary Learning PDF TIP L --
Toward Unaligned Guided Thermal Super-Resolution PDF TIP L GitHub
Joint image denoising with gradient direction and edge-preserving regularization PDF PR P --
Learning Graph Regularisation for Guided Super-Resolution PDF CVPR P GitHub
Discrete Cosine Transform Network for Guided Depth Map Super-Resolution pdf CVPR L Github
Learning Complementary Correlations for Depth Super-Resolution With Incomplete Data in Real World pdf TNNLS L --
Memory-augmented Deep Unfolding Network for Guided Image Super-resolution pdf IJCV L&P Github
CODON: On orchestrating cross-domain attentions for depth super-resolution pdf IJCV L Github
Local Attention Guided Joint Depth Upsampling pdf VMV L --
Depth Map Super-Resolution via Cascaded Transformers Guidance pdf FRSIP L --
Symmetric Uncertainty-Aware Feature Transmission for Depth Super-Resolution pdf ACM MM L --
Depth Map Super-Resolution via Joint Local Gradient and Nonlocal Structural Regularizations pdf TCSVT P --
Depth Map Recovery Based on a Unified Depth Boundary Distortion Model pdf TIP P --

2021 Venues

Title Venue Type Code
Deformable Kernel Network for Joint Image Filtering pdf IJCV L&F Github
Towards Fast and Accurate Real-World Depth Super-Resolution: Benchmark Dataset and Baseline pdf CVPR L Github
Joint Implicit Image Function for Guided Depth Super-Resolution pdf ACMMM L Github
BridgeNet: A Joint Learning Network of Depth Map Super-Resolution and Monocular Depth Estimation pdf ACMMM L --
Deformable Enhancement and Adaptive Fusion for Depth Map Super-Resolution pdf SPL L --
RGB GUIDED DEPTH MAP SUPER-RESOLUTION WITH COUPLED U-NET pdf ICME L --
High-resolution Depth Maps Imaging via Attention-based Hierarchical Multi-modal Fusion pdf TIP L Github
Learning Spatially Variant Linear Representation Models for Joint Filtering pdf TPAMI L Github
Multimodal Deep Unfolding for Guided Image Super-Resolution pdf TIP L --
CU-Net+: Deep Fully Interpretable Network for Multi-Modal Image Restoration pdf ICIP L --
Unsharp Mask Guided Filtering pdf TIP F Github
Deep edge map guided depth super resolution pdf SP:IC L --
Depth Super-Resolution by Texture-Depth Transformer pdf ICME L --
Frequency-Dependent Depth Map Enhancement via Iterative Depth-Guided Affine Transformation and Intensity-Guided Refinement pdf TMM L Github
Depth Map Super-resolution Based on Dual Normal-depth Regularization and Graph Laplacian Prior pdf TCSVT P --
Dual Regularization Based Depth Map Super-Resolution with Graph Laplacian Prior pdf ICME P --
MIG-net: Multi-scale Network Alternatively Guided by Intensity and Gradient Features for Depth Map Super-resolution pdf TMM L Github
Depth Map Super-Resolution By Multi-Direction Dictionary And Joint Regularization pdf ICME P --
Unpaired Depth Super-Resolution in the Wild pdf arXiv L --
WAFP-Net: Weighted Attention Fusion based Progressive Residual Learning for Depth Map Super-resolution pdf TMM L&P Github
Learning Scene Structure Guidance via Cross-Task Knowledge Transfer for Single Depth Super-Resolution pdf CVPR L Github
Progressive Multi-scale Reconstruction for Guided Depth Map Super-Resolution via Deep Residual Gate Fusion Network pdf CGI L --
A Generalized Framework for Edge-preserving and Structure-preserving Image Smoothing pdf TPAMI Github
Depth Image Super-resolution via Two-Branch Network pdf ICCSSP L --
Depth Map Reconstruction and Enhancement With Local and Patch Manifold Regularized Deep Depth Priors pdf Access P --
Single Pair Cross-Modality Super Resolution pdf CVPR L Github
Depth map super-resolution based on edge-guided joint trilateral upsampling pdf TVC F --
Depth Map Super-Resolution Using Guided Deformable Convolution pdf Access L --
Fast, High-Quality Hierarchical Depth-Map Super-Resolution pdf ACMMM L&F Github

2020 Venues

Title Venue Type Code
Deep Convolutional Neural Network for Multi-Modal Image Restoration and Fusion pdf TPAMI L&P GitHub
Multimodal Deep Unfolding for Guided Image Super-Resolution pdf TIP L&P --
Probabilistic Pixel-Adaptive Refinement Networks pdf CVPR L&F Github
Multi-Direction Dictionary Learning Based Depth Map Super-Resolution With Autoregressive Modeling pdf TIP P --
Single depth map super-resolution via joint non-local and local modeling pdf MMSP P --
Channel Attention Based Iterative Residual Learning for Depth Map Super-Resolution pdf CVPR L Github
Guided Deep Decoder: Unsupervised Image Pair Fusion pdf ECCV L Github
PMBANet: Progressive Multi-Branch Aggregation Network for Scene Depth Super-Resolution pdf TIP L Github
Depth Super-Resolution via Deep Controllable Slicing Network pdf ACMMM L --
Learning Factorized Weight Matrix for Joint Filtering pdf ICML L&F Github
Deep Convolutional Grid Warping Network for Joint Depth Map Upsampling pdf Access L --
Guided Depth Map Super-Resolution Using Recumbent Y Network pdf Access L --
DAEANet: Dual auto-encoder attention network for depth map super-resolution pdf NN L --
Depth upsampling based on deep edge-aware learning pdf PR L Github
Coupled Real-Synthetic Domain Adaptation for Real-World Deep Depth Enhancemen pdf TIP L --
Depth image super-resolution using correlation-controlled color guidance and multi-scale symmetric network pdf PR L --
Edge-Guided Depth Image Super-Resolution Based on KSVD pdf Access P --
Depth Map Enhancement by Revisiting Multi-Scale Intensity Guidance Within Coarse-to-Fine Stages pdf TCSVT L Github
FMPN: Fusing Multiple Progressive CNNs for Depth Map Super-Resolution pdf Access L --
Multi-Scale Frequency Reconstruction for Guided Depth Map Super-Resolution via Deep Residual Network pdf TCSVT L Github
Learned Dynamic Guidance for Depth Image Reconstruction pdf TPAMI L&P --
Color-Guided Depth Image Recovery With Adaptive Data Fidelity and Transferred Graph Laplacian Regularization pdf TCSVT P --
Weighted Guided Image Filtering With Steering Kerne pdf TIP F Github
Depth image super-resolution based on joint sparse coding pdf PRL P --

2019 Venues

Title Venue Type Code
Perceptual Deep Depth Super-Resolution pdf ICCV L GitHub
Spatially Variant Linear Representation Models for Joint Filtering pdf ICCV L --
Deep Coupled ISTA Network for Multi-Modal Image Super-Resolution pdf TIP L Github
Pixel-Adaptive Convolutional Neural Networks pdf CVPR L&F Github
Joint Image Filtering with Deep Convolutional Networks pdf TPAMI L Github
Guided Super-Resolution As Pixel-to-Pixel Transformation pdf ICCV L Github
Deep Color Guided Coarse-to-Fine Convolutional Network Cascade for Depth Image Super-Resolution pdf TIP L&F --
Pyramid-Structured Depth MAP Super-Resolution Based on Deep Dense-Residual Network pdf SPL L --
A Novel Segmentation Based Depth Map Up-Sampling pdf TMM P --
Simultaneous color-depth super-resolution with conditional generative adversarial networks pdf PR L Github
Residual dense network for intensity-guided depth map enhancement pdf BMVC L Github
RADAR: Robust Algorithm for Depth Image Super Resolution Based on FRI Theory and Multimodal Dictionary Learning pdf TCSVT P --
Multiscale Directional Fusion for Depth Map Super Resolution with Denoising pdf ICASSP L --
Multi-Direction Dictionary Learning Based Depth Map Super-Resolution with Autoregressive Modeling pdf TMM P --
Photometric Depth Super-Resolution pdf TPAMI L Github
Alternately Guided Depth Super-resolution Using Weighted Least Squares and Zero-order Reverse Filtering pdf ICASSP P --
Depth Super-Resolution via Joint Color-Guided Internal and External Regularizations pdf TIP P --
Multiscale Directional Fusion for Depth Map Super Resolution with Denoising pdf ICASSP P --

2018 Venues

Title Venue Type Code
Joint Bilateral Filter pdf TIP F GitHub
Hierarchical Features Driven Residual Learning for Depth Map Super-Resolution pdf TIP L Github
Depth Super-Resolution From RGB-D Pairs With Transform and Spatial Domain Regularization pdf TIP P --
Reconstruction-based Pairwise Depth Dataset for Depth Image Enhancement Using CNN pdf ECCV L Github
Mutually Guided Image Filtering pdf TPAMI F Github
Depth Restoration From RGB-D Data via Joint Adaptive Regularization and Thresholding on Manifolds pdf TIP P --
Depth Super-Resolution From RGB-D Pairs With Transform and Spatial Domain Regularization pdf TIP P --
Fast End-to-End Trainable Guided Filter pdf CVPR L&F Github
Color-Guided Depth Map Super-Resolution via Joint Graph Laplacian and Gradient Consistency Regularization pdf MMSP P --
Single Depth Image Super-Resolution Using Convolutional Neural Networks pdf ICASSP L --
Fast Depth Map Super-Resolution Using Deep Neural Network pdf ISMA L --
Co-occurrent Structural Edge Detection for Color-Guided Depth Map Super-Resolution pdf ICMM P --
Depth image super-resolution algorithm based on structural features and non-local means pdf OL P --
Single-Shot Variational Depth Super-Resolution From Shading pdf CVPR L Github
Joint-Feature Guided Depth Map Super-Resolution With Face Priors pdf TYCB L --
Explicit Edge Inconsistency Evaluation Model for Color-guided Depth Map Enhancement pdf TCSVT P --
Minimum spanning forest with embedded edge inconsistency measurement model for guided depth map enhancement pdf TIP P --
Depth image super-resolution reconstruction based on a modified joint trilateral filter pdf ISMA F --