Pix3D-paperswithcode.com

Pix3D

Introduced by Sun et al. in Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

The Pix3D dataset is a large-scale benchmark of diverse image-shape pairs with pixel-level 2D-3D alignment. Pix3D has wide applications in shape-related tasks including reconstruction, retrieval, viewpoint estimation, etc.

Source: http://pix3d.csail.mit.edu/

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Benchmarks

Trend	Task	Dataset Variant	Best Model	Paper	Code
	3D Shape Reconstruction	Pix3D	IM3D
	3D Shape Classification	Pix3D	MarrNet extension
	3D Shape Modeling	Pix3D S2	Mesh R-CNN
	3D Shape Modeling	Pix3D S1	Mesh R-CNN
	Pose Estimation	Pix3D	Mid-Level based

Papers

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Paper	Code	Results	Date	Stars
Mesh R-CNN			6 6月 2019	6,848
Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding			4 11月 2020	1,316
Learning Implicit Surface Light Fields			27 3月 2020	1,150
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling			24 10月 2016	791
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation			15 2月 2018	578
Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling			12 4月 2018	438
Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images			31 1月 2019	347
Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Image			27 2月 2020	337
Learning Equivariant Representations			4 12月 2020	265
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild			23 7月 2020	188

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Dataset Loaders

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Tasks

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Pose Estimation

3D Shape Reconstruction

3D Shape Modeling

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Similar Datasets

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