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 1726–1750 of 2326 papers

Title	Date	Tasks	Status	Hype
GAMesh: Guided and Augmented Meshing for Deep Point Networks	Oct 19, 2020	3D Reconstruction3D Shape Reconstruction	CodeCode Available	0
Probabilistic 3D surface reconstruction from sparse MRI information	Oct 5, 2020	3D ReconstructionMedical Image Analysis	—Unverified	0
A simulation environment for drone cinematography	Oct 3, 2020	3D Reconstruction	—Unverified	0
Image-based underwater 3D reconstruction for Cultural Heritage: from image collection to 3D. Critical steps and considerations	Oct 2, 2020	3D Reconstruction	—Unverified	0
3D Dense Geometry-Guided Facial Expression Synthesis by Adversarial Learning	Sep 30, 2020	3D Reconstruction	—Unverified	0
Loop-box: Multi-Agent Direct SLAM Triggered by Single Loop Closure for Large-Scale Mapping	Sep 29, 2020	3D Reconstruction	—Unverified	0
Multi-View Consistency Loss for Improved Single-Image 3D Reconstruction of Clothed People	Sep 29, 2020	3D Human Shape Estimation3D Reconstruction	—Unverified	0
Amodal 3D Reconstruction for Robotic Manipulation via Stability and Connectivity	Sep 28, 2020	3D Object Reconstruction3D Reconstruction	CodeCode Available	1
6-DoF Grasp Planning using Fast 3D Reconstruction and Grasp Quality CNN	Sep 18, 2020	3D ReconstructionRobotic Grasping	—Unverified	0
3D Reconstruction and Segmentation of Dissection Photographs for MRI-free Neuropathology	Sep 11, 2020	3D Reconstructionvalid	CodeCode Available	0
Self-supervised Depth Denoising Using Lower- and Higher-quality RGB-D sensors	Sep 10, 2020	3D Object Reconstruction3D Reconstruction	—Unverified	0
Cephalogram Synthesis and Landmark Detection in Dental Cone-Beam CT Systems	Sep 9, 2020	3D ReconstructionGenerative Adversarial Network	—Unverified	0
Heightmap Reconstruction of Macula on Color Fundus Images Using Conditional Generative Adversarial Networks	Sep 3, 2020	3D ReconstructionMedical Diagnosis	CodeCode Available	0
Next-Best View Policy for 3D Reconstruction	Aug 28, 2020	3D Reconstruction	CodeCode Available	1
Canonical 3D Deformer Maps: Unifying parametric and non-parametric methods for dense weakly-supervised category reconstruction	Aug 28, 2020	3D ReconstructionObject	CodeCode Available	1
Multi-Dimension Fusion Network for Light Field Spatial Super-Resolution using Dynamic Filters	Aug 26, 2020	3D ReconstructionSuper-Resolution	CodeCode Available	1
BraggNN: Fast X-ray Bragg Peak Analysis Using Deep Learning	Aug 18, 2020	3D ReconstructionDeep Learning	CodeCode Available	1
Visibility-aware Multi-view Stereo Network	Aug 18, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1
Contact Area Detector using Cross View Projection Consistency for COVID-19 Projects	Aug 18, 2020	3D Reconstruction3D Scene Reconstruction	—Unverified	0
DeepLiDARFlow: A Deep Learning Architecture For Scene Flow Estimation Using Monocular Camera and Sparse LiDAR	Aug 18, 2020	3D ReconstructionScene Flow Estimation	CodeCode Available	0
Generative Adversarial Networks for Robust Cryo-EM Image Denoising	Aug 17, 2020	3D ReconstructionClustering	CodeCode Available	0
Attention-based 3D Object Reconstruction from a Single Image	Aug 11, 2020	3D geometry3D Object Reconstruction	—Unverified	0
RocNet: Recursive Octree Network for Efficient 3D Deep Representation	Aug 10, 2020	3D Reconstruction3D Shape Classification	—Unverified	0
Integration of the 3D Environment for UAV Onboard Visual Object Tracking	Aug 6, 2020	3D ReconstructionObject	—Unverified	0
Stochastic Bundle Adjustment for Efficient and Scalable 3D Reconstruction	Aug 2, 2020	3D ReconstructionClustering	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