About

Benchmarks

TREND DATASET BEST METHOD PAPER TITLE PAPER CODE COMPARE

Datasets

Greatest papers with code

PCN: Point Completion Network

2 Aug 2018TonythePlaneswalker/pcn

Shape completion, the problem of estimating the complete geometry of objects from partial observations, lies at the core of many vision and robotics applications.

POINT CLOUD COMPLETION

Morphing and Sampling Network for Dense Point Cloud Completion

30 Nov 2019Colin97/MSN-Point-Cloud-Completion

3D point cloud completion, the task of inferring the complete geometric shape from a partial point cloud, has been attracting attention in the community.

POINT CLOUD COMPLETION

PF-Net: Point Fractal Network for 3D Point Cloud Completion

CVPR 2020 zztianzz/PF-Net-Point-Fractal-Network

Unlike existing point cloud completion networks, which generate the overall shape of the point cloud from the incomplete point cloud and always change existing points and encounter noise and geometrical loss, PF-Net preserves the spatial arrangements of the incomplete point cloud and can figure out the detailed geometrical structure of the missing region(s) in the prediction.

POINT CLOUD COMPLETION

TopNet: Structural Point Cloud Decoder

CVPR 2019 lynetcha/completion3d

a collection of manifolds or surfaces, for the generated point cloud of a 3D object.

POINT CLOUD COMPLETION

GRNet: Gridding Residual Network for Dense Point Cloud Completion

ECCV 2020 hzxie/GRNet

In particular, we devise two novel differentiable layers, named Gridding and Gridding Reverse, to convert between point clouds and 3D grids without losing structural information.

POINT CLOUD COMPLETION

Unpaired Point Cloud Completion on Real Scans using Adversarial Training

ICLR 2020 xuelin-chen/pcl2pcl-gan-pub

As 3D scanning solutions become increasingly popular, several deep learning setups have been developed geared towards that task of scan completion, i. e., plausibly filling in regions there were missed in the raw scans.

POINT CLOUD COMPLETION

SoftPoolNet: Shape Descriptor for Point Cloud Completion and Classification

ECCV 2020 wangyida/softpool

In this paper, we propose a method for 3D object completion and classification based on point clouds.

CLASSIFICATION POINT CLOUD COMPLETION

A Self-supervised Cascaded Refinement Network for Point Cloud Completion

17 Oct 2020xiaogangw/cascaded-point-completion

In view of these, we propose a self-supervised object completion method, which optimizes the training procedure solely on the partial input without utilizing the fully-complete ground truth.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION POINT CLOUD COMPLETION