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 1976–2000 of 2326 papers

Title	Date	Tasks	Status	Hype
Live Reconstruction of Large-Scale Dynamic Outdoor Worlds	Mar 15, 2019	3D ReconstructionPose Estimation	CodeCode Available	0
Rolling-Shutter-Aware Differential SfM and Image Rectification	Mar 10, 2019	3D ReconstructionOptical Flow Estimation	—Unverified	0
Synthetic Human Model Dataset for Skeleton Driven Non-rigid Motion Tracking and 3D Reconstruction	Mar 7, 2019	3D Human Reconstruction3D Reconstruction	—Unverified	0
Incremental Visual-Inertial 3D Mesh Generation with Structural Regularities	Mar 4, 2019	3D ReconstructionSimultaneous Localization and Mapping	CodeCode Available	1
X-Section: Cross-Section Prediction for Enhanced RGBD Fusion	Mar 3, 2019	3D ReconstructionObject	—Unverified	0
Single-Image Piece-wise Planar 3D Reconstruction via Associative Embedding	Feb 26, 2019	3D Plane Detection3D Reconstruction	CodeCode Available	0
Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images	Jan 31, 2019	3D Object Reconstruction3D Reconstruction	CodeCode Available	1
A Novel Self-Intersection Penalty Term for Statistical Body Shape Models and Its Applications in 3D Pose Estimation	Jan 24, 2019	3D Pose Estimation3D Reconstruction	—Unverified	0
Deep Level Sets: Implicit Surface Representations for 3D Shape Inference	Jan 21, 2019	3D Reconstruction3D Shape Representation	—Unverified	0
Hybrid coarse-fine classification for head pose estimation	Jan 21, 2019	3D ReconstructionClassification	CodeCode Available	0
Learning single-image 3D reconstruction by generative modelling of shape, pose and shading	Jan 19, 2019	3D Reconstruction	CodeCode Available	0
Monocular Outdoor Semantic Mapping with a Multi-task Network	Jan 17, 2019	3D ReconstructionAutonomous Driving	—Unverified	0
DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation	Jan 16, 2019	3D geometry3D Reconstruction	CodeCode Available	1
NRMVS: Non-Rigid Multi-View Stereo	Jan 12, 2019	3D ReconstructionDepth Estimation	—Unverified	0
Neural RGB->D Sensing: Depth and Uncertainty from a Video Camera	Jan 9, 2019	3D Reconstruction3D Scene Reconstruction	CodeCode Available	0
Application of a Modified Harmony Search Algorithm in the Optimal Arrangement of a Novel Three Dimensional Multiphase Flow Imaging Device	Jan 8, 2019	3D Reconstructionvalid	—Unverified	0
A Spatial-temporal 3D Human Pose Reconstruction Framework	Jan 8, 2019	3D Reconstruction	—Unverified	0
RayNet: Learning Volumetric 3D Reconstruction with Ray Potentials	Jan 6, 2019	3D Reconstruction	CodeCode Available	0
Diffeomorphic registration with intensity transformation and missing data: Application to 3D digital pathology of Alzheimer’s disease	Jan 4, 2019	3D ReconstructionDeformable Medical Image Registration	—Unverified	0
Rendu basé image avec contraintes sur les gradients	Dec 29, 2018	3D Reconstruction	—Unverified	0
Learning to Reconstruct Shapes from Unseen Classes	Dec 28, 2018	3D Reconstruction	—Unverified	0
FML: Face Model Learning from Videos	Dec 18, 2018	3D ReconstructionFace Model	—Unverified	0
3D-SIS: 3D Semantic Instance Segmentation of RGB-D Scans	Dec 17, 2018	3D Instance Segmentation3D Object Detection	CodeCode Available	0
DeepCalib: a deep learning approach for automatic intrinsic calibration of wide field-of-view cameras	Dec 15, 2018	3D ReconstructionMotion Estimation	CodeCode Available	0
A Self-Supervised Bootstrap Method for Single-Image 3D Face Reconstruction	Dec 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	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