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 181–190 of 2326 papers

Title	Date	Tasks	Status	Hype	Score
PC-NeRF: Parent-Child Neural Radiance Fields Using Sparse LiDAR Frames in Autonomous Driving Environments	Feb 14, 2024	3D Reconstruction3D Scene Reconstruction	CodeCode Available	2	5
GenNBV: Generalizable Next-Best-View Policy for Active 3D Reconstruction	Feb 25, 2024	3D ReconstructionActive 3D Reconstruction	CodeCode Available	2	5
EMOCA: Emotion Driven Monocular Face Capture and Animation	Apr 24, 2022	3D Face Reconstruction3D geometry	CodeCode Available	2	5
InteractVLM: 3D Interaction Reasoning from 2D Foundational Models	Apr 7, 2025	3D ReconstructionObject	CodeCode Available	2	5
MicroDiffusion: Implicit Representation-Guided Diffusion for 3D Reconstruction from Limited 2D Microscopy Projections	Mar 16, 2024	3D ReconstructionDenoising	CodeCode Available	2	5
POCO: Point Convolution for Surface Reconstruction	Jan 5, 2022	3D ReconstructionSurface Reconstruction	CodeCode Available	2	5
RelPose++: Recovering 6D Poses from Sparse-view Observations	May 8, 2023	3D ReconstructionPose Estimation	CodeCode Available	2	5
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm	Oct 12, 2023	3D Object Detection3D Reconstruction	CodeCode Available	2	5
3D Shape Reconstruction from Free-Hand Sketches	Jun 17, 2020	3D Reconstruction3D Shape Reconstruction	CodeCode Available	1	5
GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo	Oct 30, 2023	3D ReconstructionMulti-View 3D Reconstruction	CodeCode Available	1	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