SOTAVerified

Disparity Estimation

The Disparity Estimation is the task of finding the pixels in the multiscopic views that correspond to the same 3D point in the scene.

Papers

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Showing 1–50 of 162 papers

TitleStatusHype
DEFOM-Stereo: Depth Foundation Model Based Stereo MatchingCode3
MoCha-Stereo: Motif Channel Attention Network for Stereo MatchingCode2
ESMStereo: Enhanced ShuffleMixer Disparity Upsampling for Real-Time and Accurate Stereo MatchingCode2
X-maps: Direct Depth Lookup for Event-based Structured Light SystemsCode2
Stereoscopic Universal Perturbations across Different Architectures and DatasetsCode1
Depth estimation from 4D light field videosCode1
MobileStereoNet: Towards Lightweight Deep Networks for Stereo MatchingCode1
TriStereoNet: A Trinocular Framework for Multi-baseline Disparity EstimationCode1
ZoomNet: Part-Aware Adaptive Zooming Neural Network for 3D Object DetectionCode1
YOLOStereo3D: A Step Back to 2D for Efficient Stereo 3D DetectionCode1
Disp R-CNN: Stereo 3D Object Detection via Shape Prior Guided Instance Disparity EstimationCode1
Disparity Estimation Using a Quad-Pixel SensorCode1
Stereo Hybrid Event-Frame (SHEF) Cameras for 3D PerceptionCode1
PCW-Net: Pyramid Combination and Warping Cost Volume for Stereo MatchingCode1
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
S3Net: Innovating Stereo Matching and Semantic Segmentation with a Single-Branch Semantic Stereo Network in Satellite Epipolar ImageryCode1
Global Occlusion-Aware Transformer for Robust Stereo MatchingCode1
OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth EstimationCode1
StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo MatchingCode1
Superpixel Segmentation with Fully Convolutional NetworksCode1
Wasserstein Distances for Stereo Disparity EstimationCode1
Blur aware metric depth estimation with multi-focus plenoptic camerasCode1
Do End-to-end Stereo Algorithms Under-utilize Information?Code1
FADNet: A Fast and Accurate Network for Disparity EstimationCode1
Fast Light-Field Disparity Estimation With Multi-Disparity-Scale Cost AggregationCode1
A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow EstimationCode1
An evaluation of Deep Learning based stereo dense matching dataset shift from aerial images and a large scale stereo datasetCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
SMD-Nets: Stereo Mixture Density NetworksCode1
Bidirectional Semi-supervised Dual-branch CNN for Robust 3D Reconstruction of Stereo Endoscopic Images via Adaptive Cross and Parallel SupervisionsCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
IRS: A Large Naturalistic Indoor Robotics Stereo Dataset to Train Deep Models for Disparity and Surface Normal EstimationCode1
Attention-based View Selection Networks for Light-field Disparity EstimationCode1
SBEVNet: End-to-End Deep Stereo Layout EstimationCode1
CFNet: Cascade and Fused Cost Volume for Robust Stereo MatchingCode1
Deep 3D-Zoom Net: Unsupervised Learning of Photo-Realistic 3D-Zoom—0
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction—0
A Novel Factor Graph-Based Optimization Technique for Stereo Correspondence Estimation—0
Continuous Cost Aggregation for Dual-Pixel Disparity Extraction—0
FADNet++: Real-Time and Accurate Disparity Estimation with Configurable Networks—0
Analytic Signal Phase in N-D by Linear Symmetry Tensor--fingerprint modeling—0
CodedStereo: Learned Phase Masks for Large Depth-of-field Stereo—0
Eye2Eye: A Simple Approach for Monocular-to-Stereo Video Synthesis—0
Domain Siamese CNNs for Sparse Multispectral Disparity Estimation—0
DispSegNet: Leveraging Semantics for End-to-End Learning of Disparity Estimation from Stereo Imagery—0
Analysis of different disparity estimation techniques on aerial stereo image datasets—0
4D-MultispectralNet: Multispectral Stereoscopic Disparity Estimation using Human Masks—0
Fast Disparity Estimation from a Single Compressed Light Field Measurement—0
AMNet: Deep Atrous Multiscale Stereo Disparity Estimation Networks—0
Disparity estimation for fisheye images with an application to intermediate view synthesis—0
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All datasetsSintel 4D LFV - ambushfight5Sintel 4D LFV - bamboo3Sintel 4D LFV - shaman2Sintel 4D LFV - thebigfight2

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Two-stream CNN+CLSTMBadPix(0.01)62.05—Unverified
#ModelMetricClaimedVerifiedStatus
1Two-stream CNN+CLSTMBadPix(0.01)53.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Two-stream CNN+CLSTMBadPix(0.01)74.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Two-stream CNN+CLSTMBadPix(0.01)17.75—Unverified