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 1801–1825 of 2326 papers

Title	Date	Tasks	Status	Hype
Unpaired Motion Style Transfer from Video to Animation	May 12, 2020	3D ReconstructionMotion Style Transfer	CodeCode Available	2
HDD-Net: Hybrid Detector Descriptor with Mutual Interactive Learning	May 12, 2020	3D ReconstructionTriplet	CodeCode Available	1
FroDO: From Detections to 3D Objects	May 11, 2020	3D ReconstructionObject	—Unverified	0
A Simple and Scalable Shape Representation for 3D Reconstruction	May 10, 2020	3D ReconstructionDecoder	—Unverified	0
Multi-view data capture using edge-synchronised mobiles	May 7, 2020	3D ReconstructionEdge-computing	—Unverified	0
Stomach 3D Reconstruction Based on Virtual Chromoendoscopic Image Generation	Apr 26, 2020	3D Reconstructionchannel selection	—Unverified	0
Reconstruct, Rasterize and Backprop: Dense shape and pose estimation from a single image	Apr 25, 2020	3D ReconstructionObject	—Unverified	0
Through the Looking Glass: Neural 3D Reconstruction of Transparent Shapes	Apr 22, 2020	3D geometry3D Point Cloud Reconstruction	CodeCode Available	1
The Covering-Assignment Problem for Swarm-powered Ad-hoc Clouds: A Distributed 3D Mapping Use-case	Apr 21, 2020	3D Reconstruction	CodeCode Available	0
Robust 3D reconstruction of dynamic scenes from single-photon lidar using Beta-divergences	Apr 20, 2020	3D ReconstructionDepth Estimation	—Unverified	0
Calculating Pose with Vanishing Points of Visual-Sphere Perspective Model	Apr 19, 2020	3D ReconstructionCamera Calibration	—Unverified	0
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors	Apr 14, 2020	3D ReconstructionDecoder	CodeCode Available	1
ARCH: Animatable Reconstruction of Clothed Humans	Apr 8, 2020	3D Object Reconstruction From A Single Image3D Reconstruction	CodeCode Available	0
Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method	Apr 3, 2020	3D ReconstructionFace Recognition	—Unverified	0
Learning Unsupervised Hierarchical Part Decomposition of 3D Objects from a Single RGB Image	Apr 2, 2020	3D geometry3D Reconstruction	CodeCode Available	1
Occlusion-Aware Depth Estimation with Adaptive Normal Constraints	Apr 2, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1
End-To-End Convolutional Neural Network for 3D Reconstruction of Knee Bones From Bi-Planar X-Ray Images	Apr 2, 2020	3D ReconstructionStyle Transfer	—Unverified	0
Image compression optimized for 3D reconstruction by utilizing deep neural networks	Mar 27, 2020	3D ReconstructionImage Compression	—Unverified	0
Learning Implicit Surface Light Fields	Mar 27, 2020	3D ReconstructionImage Generation	CodeCode Available	2
High-Accuracy Facial Depth Models derived from 3D Synthetic Data	Mar 26, 2020	3D ReconstructionDepth Estimation	—Unverified	0
Weakly-supervised 3D coronary artery reconstruction from two-view angiographic images	Mar 26, 2020	3D ReconstructionVocal Bursts Valence Prediction	—Unverified	0
Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction	Mar 24, 2020	3D ReconstructionSurface Reconstruction	CodeCode Available	1
Atlas: End-to-End 3D Scene Reconstruction from Posed Images	Mar 23, 2020	3D Reconstruction3D Scene Reconstruction	CodeCode Available	2
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

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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