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 1776–1800 of 2326 papers

Title	Date	Tasks	Status	Hype
Method for the generation of depth images for view-based shape retrieval of 3D CAD model from partial point cloud	Jun 30, 2020	3D Object Retrieval3D Reconstruction	—Unverified	0
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion	Jun 28, 2020	3D ReconstructionDepth Estimation	—Unverified	0
On the generalization of learning-based 3D reconstruction	Jun 27, 2020	3D ReconstructionPosition	—Unverified	0
SPSG: Self-Supervised Photometric Scene Generation from RGB-D Scans	Jun 25, 2020	3D geometry3D Reconstruction	CodeCode Available	1
Set Distribution Networks: a Generative Model for Sets of Images	Jun 18, 2020	3D ReconstructionFace Verification	—Unverified	0
HyNet: Learning Local Descriptor with Hybrid Similarity Measure and Triplet Loss	Jun 17, 2020	3D ReconstructionPatch Matching	CodeCode Available	1
Learning to Detect 3D Reflection Symmetry for Single-View Reconstruction	Jun 17, 2020	3D ReconstructionSingle-View 3D Reconstruction	CodeCode Available	1
Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks	Jun 17, 2020	3D ReconstructionGraph Neural Network	—Unverified	0
3D Shape Reconstruction from Free-Hand Sketches	Jun 17, 2020	3D Reconstruction3D Shape Reconstruction	CodeCode Available	1
Coherent Reconstruction of Multiple Humans from a Single Image	Jun 15, 2020	3D Depth Estimation3D Human Reconstruction	CodeCode Available	1
3D Reconstruction of Novel Object Shapes from Single Images	Jun 14, 2020	3D Reconstruction3D Shape Reconstruction	CodeCode Available	1
Geodesic-HOF: 3D Reconstruction Without Cutting Corners	Jun 14, 2020	3D Object Reconstruction3D Reconstruction	—Unverified	0
3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On	Jun 10, 2020	3D ReconstructionVirtual Try-on	—Unverified	0
Robust Learning Through Cross-Task Consistency	Jun 7, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1
Robust Learning Through Cross-Task Consistency	Jun 1, 2020	3D ReconstructionDepth Estimation	CodeCode Available	1
Mapillary Street-Level Sequences: A Dataset for Lifelong Place Recognition	Jun 1, 2020	3D ReconstructionDiversity	—Unverified	0
FroDO: From Detections to 3D Objects	Jun 1, 2020	3D ReconstructionObject	—Unverified	0
Joint Texture and Geometry Optimization for RGB-D Reconstruction	Jun 1, 2020	3D ReconstructionQuantization	—Unverified	0
DeepDeform: Learning Non-Rigid RGB-D Reconstruction With Semi-Supervised Data	Jun 1, 2020	3D ReconstructionRGB-D Reconstruction	CodeCode Available	1
Three-Dimensional Reconstruction of Human Interactions	Jun 1, 2020	3D ReconstructionContact Detection	—Unverified	0
An Efficient Planar Bundle Adjustment Algorithm	May 30, 2020	3D Reconstruction	—Unverified	0
D2D: Keypoint Extraction with Describe to Detect Approach	May 27, 2020	3D Reconstruction	—Unverified	0
AutoSweep: Recovering 3D Editable Objectsfrom a Single Photograph	May 27, 2020	3D ReconstructionInstance Segmentation	CodeCode Available	1
Deep Learning Guided Building Reconstruction from Satellite Imagery-derived Point Clouds	May 19, 2020	3D Reconstruction	—Unverified	0
DeepFaceFlow: In-the-wild Dense 3D Facial Motion Estimation	May 14, 2020	3D ReconstructionFacial Expression Recognition	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