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Single-View 3D Reconstruction

4 papers with code ยท Computer Vision
Subtask of Reconstruction

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Latest papers without code

Few-Shot Generalization for Single-Image 3D Reconstruction via Priors

3 Sep 2019

To address this problem, we present a new model architecture that reframes single-view 3D reconstruction as learnt, category agnostic refinement of a provided, category-specific prior.

3D RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

Hyperparameter-Free Losses for Model-Based Monocular Reconstruction

16 Aug 2019

This work proposes novel hyperparameter-free losses for single view 3D reconstruction with morphable models (3DMM).

3D RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

What Do Single-View 3D Reconstruction Networks Learn?

CVPR 2019

Convolutional networks for single-view object reconstruction have shown impressive performance and have become a popular subject of research.

3D RECONSTRUCTION IMAGE CLASSIFICATION OBJECT RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

Learning Implicit Fields for Generative Shape Modeling

CVPR 2019

We advocate the use of implicit fields for learning generative models of shapes and introduce an implicit field decoder, called IM-NET, for shape generation, aimed at improving the visual quality of the generated shapes.

3D RECONSTRUCTION REPRESENTATION LEARNING SINGLE-VIEW 3D RECONSTRUCTION

Learning View Priors for Single-View 3D Reconstruction

CVPR 2019

The discriminator is trained to distinguish the reconstructed views of the observed viewpoints from those of the unobserved viewpoints.

3D RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

What Do Single-view 3D Reconstruction Networks Learn?

CVPR 2019

Convolutional networks for single-view object reconstruction have shown impressive performance and have become a popular subject of research.

3D RECONSTRUCTION IMAGE CLASSIFICATION OBJECT RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

Domain-Adaptive Single-View 3D Reconstruction

4 Dec 2018

In this paper, we propose a framework to improve over these challenges using adversarial training.

3D RECONSTRUCTION DOMAIN ADAPTATION SINGLE-VIEW 3D RECONSTRUCTION

Learning View Priors for Single-view 3D Reconstruction

CVPR 2019

The discriminator is trained to distinguish the reconstructed views of the observed viewpoints from those of the unobserved viewpoints.

3D RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION

Relative Volume Constraints for Single View 3D Reconstruction

CVPR 2013

We introduce the concept of relative volume constraints in order to account for insufficient information in the reconstruction of 3D objects from a single image.

3D RECONSTRUCTION SINGLE-VIEW 3D RECONSTRUCTION