3D Reconstruction

3D Reconstruction is the task of creating a 3D model or representation of an object or scene from 2D images or other data sources. The goal of 3D reconstruction is to create a virtual representation of an object or scene that can be used for a variety of purposes, such as visualization, animation, simulation, and analysis. It can be used in fields such as computer vision, robotics, and virtual reality.

Image: Gwak et al

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1326–1350 of 2326 papers

Title	Date	Tasks	Status	Hype
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers	Jul 27, 2022	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Efficient Pix2Vox++ for 3D Cardiac Reconstruction from 2D echo views	Jul 27, 2022	3D ReconstructionAnatomy	CodeCode Available	1
Towards the Probabilistic Fusion of Learned Priors into Standard Pipelines for 3D Reconstruction	Jul 27, 2022	3D Reconstruction	—Unverified	0
Cost Volume Pyramid Network with Multi-strategies Range Searching for Multi-view Stereo	Jul 25, 2022	3D ReconstructionDepth Estimation	CodeCode Available	1
DeepFusion: Real-Time Dense 3D Reconstruction for Monocular SLAM using Single-View Depth and Gradient Predictions	Jul 25, 2022	3D ReconstructionGPU	—Unverified	0
Visual Speech-Aware Perceptual 3D Facial Expression Reconstruction from Videos	Jul 22, 2022	3D Face Reconstruction3D Reconstruction	CodeCode Available	2
Dense RGB-D-Inertial SLAM with Map Deformations	Jul 22, 2022	3D ReconstructionGPU	—Unverified	0
NeurAR: Neural Uncertainty for Autonomous 3D Reconstruction with Implicit Neural Representations	Jul 22, 2022	3D Reconstruction3D Scene Reconstruction	—Unverified	0
R2P: A Deep Learning Model from mmWave Radar to Point Cloud	Jul 21, 2022	3D ReconstructionAutonomous Navigation	—Unverified	0
Multi-Event-Camera Depth Estimation and Outlier Rejection by Refocused Events Fusion	Jul 21, 2022	3D ReconstructionDepth Estimation	CodeCode Available	1
Neural Pixel Composition: 3D-4D View Synthesis from Multi-Views	Jul 21, 2022	3D Reconstruction	—Unverified	0
Perspective Phase Angle Model for Polarimetric 3D Reconstruction	Jul 20, 2022	3D ReconstructionSurface Normal Estimation	CodeCode Available	1
Object-Compositional Neural Implicit Surfaces	Jul 20, 2022	3D ReconstructionNovel View Synthesis	CodeCode Available	1
Structural Causal 3D Reconstruction	Jul 20, 2022	3D Object Reconstruction3D Reconstruction	—Unverified	0
2D GANs Meet Unsupervised Single-view 3D Reconstruction	Jul 20, 2022	3D geometry3D Reconstruction	—Unverified	0
VoloGAN: Adversarial Domain Adaptation for Synthetic Depth Data	Jul 19, 2022	3D ReconstructionDomain Adaptation	CodeCode Available	0
Efficient View Clustering and Selection for City-Scale 3D Reconstruction	Jul 18, 2022	3D ReconstructionClustering	—Unverified	0
Revisiting PatchMatch Multi-View Stereo for Urban 3D Reconstruction	Jul 18, 2022	3D Reconstruction	—Unverified	0
Edge-preserving Near-light Photometric Stereo with Neural Surfaces	Jul 11, 2022	3D Reconstruction	—Unverified	0
Learning-based Monocular 3D Reconstruction of Birds: A Contemporary Survey	Jul 10, 2022	3D ReconstructionImage to 3D	—Unverified	0
Few 'Zero Level Set'-Shot Learning of Shape Signed Distance Functions in Feature Space	Jul 9, 2022	3D ReconstructionDecoder	CodeCode Available	0
Vision Transformers: State of the Art and Research Challenges	Jul 7, 2022	3D ReconstructionImage Segmentation	—Unverified	0
What Makes for Automatic Reconstruction of Pulmonary Segments	Jul 7, 2022	3D Reconstruction	CodeCode Available	0
Neural Rendering for Stereo 3D Reconstruction of Deformable Tissues in Robotic Surgery	Jun 30, 2022	3D ReconstructionNeural Rendering	CodeCode Available	2
NeuRIS: Neural Reconstruction of Indoor Scenes Using Normal Priors	Jun 27, 2022	3D ReconstructionNeural Rendering	CodeCode Available	2

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All datasets DTU ShapeNet Data3D−R2N2 Scan2CAD 3DPeople Aria Digital Twin Dataset Aria Synthetic Environments ScanNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	3D-R2N2	Overall	0.63	—	Unverified
2	Gipuma	Overall	0.58	—	Unverified
3	COLMAP	Overall	0.53	—	Unverified
4	MVSNet	Overall	0.46	—	Unverified
5	Vis-MVSNet	Overall	0.37	—	Unverified
6	AA-RMVSNet	Overall	0.36	—	Unverified
7	Cas-MVSNet	Overall	0.36	—	Unverified
8	EPP-MVSNet	Overall	0.36	—	Unverified
9	PatchmatchNet	Overall	0.35	—	Unverified
10	CVP-MVSNet	Overall	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MD-GON	IoU	92.8	—	Unverified
2	POCO	IoU	92.6	—	Unverified
3	FS-SDF	IoU	91.2	—	Unverified
4	DP-ConvONet	IoU	89.5	—	Unverified
5	ConvONet	IoU	88.4	—	Unverified
6	ONet	IoU	76.1	—	Unverified
7	EVolT	IoU	73.8	—	Unverified
8	ZubicLio	IoU	65.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AttSets	3DIoU	0.64	—	Unverified
2	PSGN	3DIoU	0.64	—	Unverified
3	OGN	3DIoU	0.6	—	Unverified
4	3D-R2N2	3DIoU	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Scan2CAD	Average Accuracy	31.68	—	Unverified
2	3DMatch	Average Accuracy	10.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SVCP	Chamfer	10	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EVL	Accuracy	18.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EVL	Accuracy	5.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Atlas (finetuned)	3DIoU	89.4	—	Unverified