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

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Showing 526–550 of 2326 papers

Title	Date	Tasks	Status	Hype
DeepFaceFlow: In-the-wild Dense 3D Facial Motion Estimation	May 14, 2020	3D ReconstructionFacial Expression Recognition	CodeCode Available	1
HDD-Net: Hybrid Detector Descriptor with Mutual Interactive Learning	May 12, 2020	3D ReconstructionTriplet	CodeCode Available	1
Through the Looking Glass: Neural 3D Reconstruction of Transparent Shapes	Apr 22, 2020	3D geometry3D Point Cloud Reconstruction	CodeCode Available	1
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors	Apr 14, 2020	3D ReconstructionDecoder	CodeCode Available	1
Occlusion-Aware Depth Estimation with Adaptive Normal Constraints	Apr 2, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1
Learning Unsupervised Hierarchical Part Decomposition of 3D Objects from a Single RGB Image	Apr 2, 2020	3D geometry3D Reconstruction	CodeCode Available	1
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction	Mar 24, 2020	3D ReconstructionSurface Reconstruction	CodeCode Available	1
ASLFeat: Learning Local Features of Accurate Shape and Localization	Mar 23, 2020	3D ReconstructionKeypoint detection and image matching	CodeCode Available	1
Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance	Mar 22, 2020	3D Reconstruction3D Shape Representation	CodeCode Available	1
Reconstructing Sinus Anatomy from Endoscopic Video -- Towards a Radiation-free Approach for Quantitative Longitudinal Assessment	Mar 18, 2020	3D ReconstructionAnatomy	CodeCode Available	1
Self-supervised Single-view 3D Reconstruction via Semantic Consistency	Mar 13, 2020	3D ReconstructionObject	CodeCode Available	1
Convolutional Occupancy Networks	Mar 10, 2020	3D Reconstruction	CodeCode Available	1
Implicit Functions in Feature Space for 3D Shape Reconstruction and Completion	Mar 3, 2020	3D Object Reconstruction3D Reconstruction	CodeCode Available	1
Extremely Dense Point Correspondences using a Learned Feature Descriptor	Mar 2, 2020	3D ReconstructionAnatomy	CodeCode Available	1
Leveraging Photogrammetric Mesh Models for Aerial-Ground Feature Point Matching Toward Integrated 3D Reconstruction	Feb 21, 2020	3D ReconstructionSurface Reconstruction	CodeCode Available	1
PeeledHuman: Robust Shape Representation for Textured 3D Human Body Reconstruction	Feb 16, 2020	3D Reconstruction	CodeCode Available	1
RoutedFusion: Learning Real-time Depth Map Fusion	Jan 13, 2020	3D Reconstruction	CodeCode Available	1
Cascade Cost Volume for High-Resolution Multi-View Stereo and Stereo Matching	Dec 13, 2019	3D ReconstructionGPU	CodeCode Available	1
DeepDeform: Learning Non-rigid RGB-D Reconstruction with Semi-supervised Data	Dec 9, 2019	3D ReconstructionRGB-D Reconstruction	CodeCode Available	1
BlendedMVS: A Large-scale Dataset for Generalized Multi-view Stereo Networks	Nov 22, 2019	3D Reconstruction	CodeCode Available	1
BSP-Net: Generating Compact Meshes via Binary Space Partitioning	Nov 16, 2019	3D Reconstruction3D Shape Representation	CodeCode Available	1
Surface Reconstruction from 3D Line Segments	Nov 1, 2019	3D ReconstructionSurface Reconstruction	CodeCode Available	1
Kimera: an Open-Source Library for Real-Time Metric-Semantic Localization and Mapping	Oct 6, 2019	3D ReconstructionComputational Efficiency	CodeCode Available	1
PCRNet: Point Cloud Registration Network using PointNet Encoding	Aug 21, 2019	3D Reconstructionobject-detection	CodeCode Available	1
D2-Net: A Trainable CNN for Joint Detection and Description of Local Features	May 9, 2019	3D ReconstructionImage Matching	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