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 1451–1475 of 2326 papers

Title	Date	Tasks	Status	Hype
Multi-view Monocular Depth and Uncertainty Prediction with Deep SfM in Dynamic Environments	Jan 21, 2022	3D Reconstruction	—Unverified	0
FaceOcc: A Diverse, High-quality Face Occlusion Dataset for Human Face Extraction	Jan 20, 2022	3D ReconstructionAttribute	CodeCode Available	1
Instant Neural Graphics Primitives with a Multiresolution Hash Encoding	Jan 16, 2022	3D Reconstruction3D Shape Reconstruction	CodeCode Available	6
Automated Aircraft Dent Inspection via a Modified Fourier Transform Profilometry Algorithm	Jan 7, 2022	3D Reconstruction	CodeCode Available	1
POCO: Point Convolution for Surface Reconstruction	Jan 5, 2022	3D ReconstructionSurface Reconstruction	CodeCode Available	2
Rethinking Depth Estimation for Multi-View Stereo: A Unified Representation	Jan 5, 2022	3D ReconstructionClassification	CodeCode Available	2
Blind Face Restoration via Integrating Face Shape and Generative Priors	Jan 1, 2022	3D ReconstructionBlind Face Restoration	—Unverified	0
Using 3D Topological Connectivity for Ghost Particle Reduction in Flow Reconstruction	Jan 1, 2022	3D Reconstruction	—Unverified	0
KeyTr: Keypoint Transporter for 3D Reconstruction of Deformable Objects in Videos	Jan 1, 2022	3D ReconstructionDepth Estimation	—Unverified	0
Learning Soft Estimator of Keypoint Scale and Orientation With Probabilistic Covariant Loss	Jan 1, 2022	3D ReconstructionSelf-Supervised Learning	CodeCode Available	0
f-SfT: Shape-From-Template With a Physics-Based Deformation Model	Jan 1, 2022	3D ReconstructionPhysical Simulations	CodeCode Available	1
Enhancing Face Recognition With Self-Supervised 3D Reconstruction	Jan 1, 2022	3D Face Reconstruction3D Reconstruction	—Unverified	0
Automated 3D reconstruction of LoD2 and LoD1 models for all 10 million buildings of the Netherlands	Dec 30, 2021	3D ReconstructionAll	—Unverified	0
Visual and Object Geo-localization: A Comprehensive Survey	Dec 30, 2021	3D Reconstructiongeo-localization	—Unverified	0
ACDNet: Adaptively Combined Dilated Convolution for Monocular Panorama Depth Estimation	Dec 29, 2021	3D ReconstructionDepth Estimation	CodeCode Available	1
Multimodal perception for dexterous manipulation	Dec 28, 2021	3D ReconstructionFriction	—Unverified	0
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation	Dec 24, 2021	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction	Dec 23, 2021	3D ReconstructionFew-Shot Learning	—Unverified	0
Multi-View Partial (MVP) Point Cloud Challenge 2021 on Completion and Registration: Methods and Results	Dec 22, 2021	3D ReconstructionPoint Cloud Completion	CodeCode Available	1
ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral Tomography	Dec 21, 2021	3D ReconstructionComputed Tomography (CT)	CodeCode Available	1
MoCaNet: Motion Retargeting in-the-wild via Canonicalization Networks	Dec 19, 2021	3D ReconstructionAction Analysis	—Unverified	0
Improving neural implicit surfaces geometry with patch warping	Dec 17, 2021	3D ReconstructionMulti-View 3D Reconstruction	CodeCode Available	1
GCNDepth: Self-supervised Monocular Depth Estimation based on Graph Convolutional Network	Dec 13, 2021	3D ReconstructionDepth Estimation	CodeCode Available	1
MVLayoutNet:3D layout reconstruction with multi-view panoramas	Dec 12, 2021	3D Reconstruction	—Unverified	0
Curvature-guided dynamic scale networks for Multi-view Stereo	Dec 11, 2021	3D ReconstructionDepth Estimation	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