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 1076–1100 of 2326 papers

Title	Date	Tasks	Status	Hype
Progressive Learning of 3D Reconstruction Network from 2D GAN Data	May 18, 2023	3D Reconstruction	—Unverified	0
Colonoscopy Coverage Revisited: Identifying Scanning Gaps in Real-Time	May 17, 2023	3D ReconstructionSpecificity	—Unverified	0
AutoRecon: Automated 3D Object Discovery and Reconstruction	May 15, 2023	3D ReconstructionObject	—Unverified	0
Towards a Better Understanding of the Computer Vision Research Community in Africa	May 11, 2023	3D Reconstructionobject-detection	—Unverified	0
Scan2LoD3: Reconstructing semantic 3D building models at LoD3 using ray casting and Bayesian networks	May 10, 2023	3D ReconstructionAutonomous Driving	CodeCode Available	1
3DInvNet: A Deep Learning-Based 3D Ground-Penetrating Radar Data Inversion	May 9, 2023	3D ReconstructionDecoder	CodeCode Available	1
RelPose++: Recovering 6D Poses from Sparse-view Observations	May 8, 2023	3D ReconstructionPose Estimation	CodeCode Available	2
UrbanBIS: a Large-scale Benchmark for Fine-grained Urban Building Instance Segmentation	May 4, 2023	3D ReconstructionAutonomous Navigation	—Unverified	0
3D Reconstruction of Objects in Hands without Real World 3D Supervision	May 4, 2023	3D ReconstructionObject	—Unverified	0
Robot Goes Fishing: Rapid, High-Resolution Biological Hotspot Mapping in Coral Reefs with Vision-Guided Autonomous Underwater Vehicles	May 3, 2023	3D Reconstruction	CodeCode Available	1
Cortical analysis of heterogeneous clinical brain MRI scans for large-scale neuroimaging studies	May 2, 2023	3D Reconstruction	—Unverified	0
Second-order Anisotropic Gaussian Directional Derivative Filters for Blob Detection	Apr 30, 2023	3D ReconstructionImage Retrieval	—Unverified	0
Maximum Likelihood based Phase-Retrieval using Fresnel Propagation Forward Models with Optional Constraints	Apr 29, 2023	3D ReconstructionRetrieval	CodeCode Available	1
NSLF-OL: Online Learning of Neural Surface Light Fields alongside Real-time Incremental 3D Reconstruction	Apr 29, 2023	3D Reconstruction	—Unverified	0
Combining HoloLens with Instant-NeRFs: Advanced Real-Time 3D Mobile Mapping	Apr 27, 2023	3D ReconstructionNeRF	—Unverified	0
Learning Articulated Shape with Keypoint Pseudo-labels from Web Images	Apr 27, 2023	3D ReconstructionKeypoint Estimation	—Unverified	0
Multi-View Stereo Representation Revisit: Region-Aware MVSNet	Apr 26, 2023	3D ReconstructionPoint Clouds	—Unverified	0
Shape-Net: Room Layout Estimation from Panoramic Images Robust to Occlusion using Knowledge Distillation with 3D Shapes as Additional Inputs	Apr 25, 2023	3D geometry3D Reconstruction	—Unverified	0
gSDF: Geometry-Driven Signed Distance Functions for 3D Hand-Object Reconstruction	Apr 24, 2023	3D geometry3D Reconstruction	CodeCode Available	1
Unsupervised Style-based Explicit 3D Face Reconstruction from Single Image	Apr 24, 2023	3D Face Reconstruction3D Reconstruction	—Unverified	0
NoiseTrans: Point Cloud Denoising with Transformers	Apr 24, 2023	3D ReconstructionDenoising	—Unverified	0
Learning Visibility Field for Detailed 3D Human Reconstruction and Relighting	Apr 24, 2023	3D Human Reconstruction3D Reconstruction	—Unverified	0
UHRNet: A Deep Learning-Based Method for Accurate 3D Reconstruction from a Single Fringe-Pattern	Apr 23, 2023	3D ReconstructionRetrieval	CodeCode Available	1
A geometry-aware deep network for depth estimation in monocular endoscopy	Apr 20, 2023	3D ReconstructionAnatomy	CodeCode Available	1
A Comparative Neural Radiance Field (NeRF) 3D Analysis of Camera Poses from HoloLens Trajectories and Structure from Motion	Apr 20, 2023	3D ReconstructionNeRF	—Unverified	0

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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