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 671–680 of 2326 papers

Title	Date	Tasks	Status	Score
Matchable Image Retrieval by Learning from Surface Reconstruction	Nov 26, 2018	3D ReconstructionImage Retrieval	CodeCode Available	5
M3D: Dual-Stream Selective State Spaces and Depth-Driven Framework for High-Fidelity Single-View 3D Reconstruction	Nov 19, 2024	3D ReconstructionAutonomous Driving	CodeCode Available	5
DSR-Diff: Depth Map Super-Resolution with Diffusion Model	Nov 16, 2023	3D ReconstructionDepth Map Super-Resolution	CodeCode Available	5
LP-DIF: Learning Local Pattern-Specific Deep Implicit Function for 3D Objects and Scenes	Jan 1, 2023	3D Reconstruction3D Shape Representation	CodeCode Available	5
LIST: Learning Implicitly from Spatial Transformers for Single-View 3D Reconstruction	Jul 23, 2023	3D ReconstructionObject	CodeCode Available	5
Live Reconstruction of Large-Scale Dynamic Outdoor Worlds	Mar 15, 2019	3D ReconstructionPose Estimation	CodeCode Available	5
Two-stage Synthetic Supervising and Multi-view Consistency Self-supervising based Animal 3D Reconstruction by Single Image	Nov 22, 2023	3D ReconstructionSingle-View 3D Reconstruction	CodeCode Available	5
DreamSat: Towards a General 3D Model for Novel View Synthesis of Space Objects	Oct 7, 2024	3D ReconstructionNovel View Synthesis	CodeCode Available	5
LightNeuS: Neural Surface Reconstruction in Endoscopy using Illumination Decline	Sep 6, 2023	3D ReconstructionSurface Reconstruction	CodeCode Available	5
Bag of Views: An Appearance-based Approach to Next-Best-View Planning for 3D Reconstruction	Jul 11, 2023	3D ReconstructionDataset Generation	CodeCode Available	5

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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