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 321–330 of 2326 papers

Title	Date	Tasks	Status	Hype
DiffInDScene: Diffusion-based High-Quality 3D Indoor Scene Generation	Jun 1, 2023	3D Generation3D Reconstruction	CodeCode Available	1
Cross3DVG: Cross-Dataset 3D Visual Grounding on Different RGB-D Scans	May 23, 2023	3D Reconstruction3D visual grounding	CodeCode Available	1
Chupa: Carving 3D Clothed Humans from Skinned Shape Priors using 2D Diffusion Probabilistic Models	May 19, 2023	3D Generation3D Reconstruction	CodeCode Available	1
Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields	May 19, 2023	3D Generation3D Reconstruction	CodeCode Available	1
ConsistentNeRF: Enhancing Neural Radiance Fields with 3D Consistency for Sparse View Synthesis	May 18, 2023	3D ReconstructionNeRF	CodeCode Available	1
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
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
Maximum Likelihood based Phase-Retrieval using Fresnel Propagation Forward Models with Optional Constraints	Apr 29, 2023	3D ReconstructionRetrieval	CodeCode Available	1
gSDF: Geometry-Driven Signed Distance Functions for 3D Hand-Object Reconstruction	Apr 24, 2023	3D geometry3D Reconstruction	CodeCode Available	1

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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