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 451–460 of 2326 papers

Title	Date	Tasks	Status	Hype	Score
Cost Volume Pyramid Network with Multi-strategies Range Searching for Multi-view Stereo	Jul 25, 2022	3D ReconstructionDepth Estimation	CodeCode Available	1	5
MaRINeR: Enhancing Novel Views by Matching Rendered Images with Nearby References	Jul 18, 2024	3D ReconstructionMixed Reality	CodeCode Available	1	5
Robust Learning Through Cross-Task Consistency	Jun 1, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1	5
Creative Birds: Self-Supervised Single-View 3D Style Transfer	Jul 26, 2023	3D ReconstructionStyle Transfer	CodeCode Available	1	5
NeuralBlox: Real-Time Neural Representation Fusion for Robust Volumetric Mapping	Oct 18, 2021	3D ReconstructionCPU	CodeCode Available	1	5
Neural Deformation Graphs for Globally-consistent Non-rigid Reconstruction	Dec 2, 2020	3D ReconstructionObject	CodeCode Available	1	5
Cross3DVG: Cross-Dataset 3D Visual Grounding on Different RGB-D Scans	May 23, 2023	3D Reconstruction3D visual grounding	CodeCode Available	1	5
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers	Jul 27, 2022	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Deformable Model-Driven Neural Rendering for High-Fidelity 3D Reconstruction of Human Heads Under Low-View Settings	Mar 24, 2023	3D ReconstructionNeural Rendering	CodeCode Available	1	5
NeRS: Neural Reflectance Surfaces for Sparse-view 3D Reconstruction in the Wild	Oct 14, 2021	3D ReconstructionNeRF	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