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 861–870 of 2326 papers

Title	Date	Tasks	Status	Hype
EVI-SAM: Robust, Real-time, Tightly-coupled Event-Visual-Inertial State Estimation and 3D Dense Mapping	Dec 19, 2023	3D ReconstructionComputational Efficiency	—Unverified	0
pixelSplat: 3D Gaussian Splats from Image Pairs for Scalable Generalizable 3D Reconstruction	Dec 19, 2023	3D ReconstructionGeneralizable Novel View Synthesis	CodeCode Available	3
Primitive-based 3D Human-Object Interaction Modelling and Programming	Dec 17, 2023	3D ReconstructionHuman-Object Interaction Detection	—Unverified	0
Multispectral Stereo-Image Fusion for 3D Hyperspectral Scene Reconstruction	Dec 15, 2023	3D Reconstruction	—Unverified	0
Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformers	Dec 14, 2023	3D ReconstructionDecoder	CodeCode Available	2
CT-MVSNet: Efficient Multi-View Stereo with Cross-scale Transformer	Dec 14, 2023	3D ReconstructionDepth Estimation	CodeCode Available	1
GOEmbed: Gradient Origin Embeddings for Representation Agnostic 3D Feature Learning	Dec 14, 2023	3D Generation3D Reconstruction	—Unverified	0
Scene 3-D Reconstruction System in Scattering Medium	Dec 14, 2023	3D ReconstructionNeRF	—Unverified	0
Living Scenes: Multi-object Relocalization and Reconstruction in Changing 3D Environments	Dec 14, 2023	3D ReconstructionDecoder	CodeCode Available	1
Denoising diffusion-based synthetic generation of three-dimensional (3D) anisotropic microstructures from two-dimensional (2D) micrographs	Dec 13, 2023	3D ReconstructionDenoising	—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