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 1951–1975 of 2326 papers

Title	Date	Tasks	Status	Hype
Using Orthophoto for Building Boundary Sharpening in the Digital Surface Model	May 22, 2019	3D ReconstructionStereo Matching	—Unverified	0
Learning Perspective Undistortion of Portraits	May 18, 2019	3D ReconstructionCamera Calibration	—Unverified	0
Analysis of critical parameters of satellite stereo image for 3D reconstruction and mapping	May 17, 2019	3D ReconstructionImage Reconstruction	—Unverified	0
Disparity-Augmented Trajectories for Human Activity Recognition	May 14, 2019	3D ReconstructionActivity Recognition	—Unverified	0
Structure from Articulated Motion: Accurate and Stable Monocular 3D Reconstruction without Training Data	May 12, 2019	3D Reconstruction	—Unverified	0
On the Detection of Mutual Influences and Their Consideration in Reinforcement Learning Processes	May 10, 2019	3D Reconstructionreinforcement-learning	—Unverified	0
D2-Net: A Trainable CNN for Joint Detection and Description of Local Features	May 9, 2019	3D ReconstructionImage Matching	CodeCode Available	1
What Do Single-view 3D Reconstruction Networks Learn?	May 9, 2019	3D ReconstructionDecoder	—Unverified	0
Endoscopy artifact detection (EAD 2019) challenge dataset	May 8, 2019	3D ReconstructionArtifact Detection	—Unverified	0
Learning Character-Agnostic Motion for Motion Retargeting in 2D	May 5, 2019	3D Reconstructionmotion retargeting	CodeCode Available	0
Single Image 3D Hand Reconstruction with Mesh Convolutions	May 4, 2019	3D ReconstructionDecoder	CodeCode Available	0
IsMo-GAN: Adversarial Learning for Monocular Non-Rigid 3D Reconstruction	Apr 27, 2019	3D ReconstructionGenerative Adversarial Network	—Unverified	0
RevealNet: Seeing Behind Objects in RGB-D Scans	Apr 26, 2019	3D Reconstruction3D Semantic Instance Segmentation	—Unverified	0
Conditional Single-view Shape Generation for Multi-view Stereo Reconstruction	Apr 14, 2019	3D ReconstructionDiversity	—Unverified	0
Transformable Bottleneck Networks	Apr 13, 2019	3D ReconstructionDecoder	CodeCode Available	0
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic Images	Apr 12, 2019	3D ReconstructionElectron Microscopy Image Segmentation	CodeCode Available	0
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image	Apr 11, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	0
Neural Rerendering in the Wild	Apr 8, 2019	3D Reconstruction	—Unverified	0
StereoDRNet: Dilated Residual Stereo Net	Apr 3, 2019	3D Reconstruction	—Unverified	0
Defogging Kinect: Simultaneous Estimation of Object Region and Depth in Foggy Scenes	Apr 1, 2019	3D ReconstructionDepth Estimation	—Unverified	0
Accurate Monocular Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving	Mar 27, 2019	3D Object Detection3D Reconstruction	—Unverified	0
Hieroglyph: Hierarchical Glia Graph Skeletonization and Matching	Mar 26, 2019	3D Reconstruction	—Unverified	0
PLMP -- Point-Line Minimal Problems in Complete Multi-View Visibility	Mar 24, 2019	3D ReconstructionGeneral Classification	CodeCode Available	0
Sparse2Dense: From direct sparse odometry to dense 3D reconstruction	Mar 21, 2019	3D ReconstructionDepth Estimation	—Unverified	0
Photometric Mesh Optimization for Video-Aligned 3D Object Reconstruction	Mar 20, 2019	3D Object Reconstruction3D Reconstruction	CodeCode Available	0

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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