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
ESMStereo: Enhanced ShuffleMixer Disparity Upsampling for Real-Time and Accurate Stereo MatchingCode2
MoCha-Stereo: Motif Channel Attention Network for Stereo MatchingCode2
X-maps: Direct Depth Lookup for Event-based Structured Light SystemsCode2
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
Disparity Estimation Using a Quad-Pixel SensorCode1
An evaluation of Deep Learning based stereo dense matching dataset shift from aerial images and a large scale stereo datasetCode1
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
Blur aware metric depth estimation with multi-focus plenoptic camerasCode1
OccCasNet: Occlusion-aware Cascade Cost Volume for Light Field Depth EstimationCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Bidirectional Semi-supervised Dual-branch CNN for Robust 3D Reconstruction of Stereo Endoscopic Images via Adaptive Cross and Parallel SupervisionsCode1
Stereoscopic Universal Perturbations across Different Architectures and DatasetsCode1
TriStereoNet: A Trinocular Framework for Multi-baseline Disparity EstimationCode1
Stereo Hybrid Event-Frame (SHEF) Cameras for 3D PerceptionCode1
MobileStereoNet: Towards Lightweight Deep Networks for Stereo MatchingCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
SBEVNet: End-to-End Deep Stereo Layout EstimationCode1
CFNet: Cascade and Fused Cost Volume for Robust Stereo MatchingCode1
SMD-Nets: Stereo Mixture Density NetworksCode1
YOLOStereo3D: A Step Back to 2D for Efficient Stereo 3D DetectionCode1
Fast Light-Field Disparity Estimation With Multi-Disparity-Scale Cost AggregationCode1
Depth estimation from 4D light field videosCode1
Do End-to-end Stereo Algorithms Under-utilize Information?Code1
Wasserstein Distances for Stereo Disparity EstimationCode1
PCW-Net: Pyramid Combination and Warping Cost Volume for Stereo MatchingCode1
StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo MatchingCode1
Disp R-CNN: Stereo 3D Object Detection via Shape Prior Guided Instance Disparity EstimationCode1
Superpixel Segmentation with Fully Convolutional NetworksCode1
FADNet: A Fast and Accurate Network for Disparity EstimationCode1
ZoomNet: Part-Aware Adaptive Zooming Neural Network for 3D Object DetectionCode1
Attention-based View Selection Networks for Light-field Disparity EstimationCode1
IRS: A Large Naturalistic Indoor Robotics Stereo Dataset to Train Deep Models for Disparity and Surface Normal EstimationCode1
A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow EstimationCode1
RobuSTereo: Robust Zero-Shot Stereo Matching under Adverse Weather—0
DiFuse-Net: RGB and Dual-Pixel Depth Estimation using Window Bi-directional Parallax Attention and Cross-modal Transfer Learning—0
Monocular Depth Guided Occlusion-Aware Disparity Refinement via Semi-supervised Learning in Laparoscopic Images—0
DispBench: Benchmarking Disparity Estimation to Synthetic CorruptionsCode0
Eye2Eye: A Simple Approach for Monocular-to-Stereo Video Synthesis—0
GBC-Splat: Generalizable Gaussian-Based Clothed Human Digitalization under Sparse RGB Cameras—0
All-directional Disparity Estimation for Real-world QPD Images—0
Revisiting Disparity from Dual-Pixel Images: Physics-Informed Lightweight Depth Estimation—0
Analysis of different disparity estimation techniques on aerial stereo image datasets—0
ImmersePro: End-to-End Stereo Video Synthesis Via Implicit Disparity LearningCode0
Fast Edge-Aware Occlusion Detection in the Context of Multispectral Camera ArraysCode0
EV-MGDispNet: Motion-Guided Event-Based Stereo Disparity Estimation Network with Left-Right Consistency—0
EMatch: A Unified Framework for Event-based Optical Flow and Stereo Matching—0
Stereo Risk: A Continuous Modeling Approach to Stereo Matching—0
Multispectral Snapshot Image Registration Using Learned Cross Spectral Disparity Estimation and a Deep Guided Occlusion Reconstruction NetworkCode0
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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