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3d-machine-learning

A resource repository for 3D machine learning

3d_model_retriever

Experimenting with a newly published deep learning paper and how it can be used for content-based 3D model retrieval. (info retrieval for CAD)

3dcnn.torch

Volumetric CNN for feature extraction and object classification on 3D data.

3dgan-release

3D Generative Adversarial Network

airportscan

A multi-view convolutional neural networks (MVCNN) to detect threats in airport body scan images

alexnet3d

This is implementation of AlexNet(2012) with 3D Convolution on TensorFlow (AlexNet 3D).

alignet

code to train a neural network to align pairs of shapes without needing ground truth warps for supervision

automorph

Automated Morphometrics: image segmentation, 2D and 3D shape extraction, classification, and analysis

batchgenerators

A framework for data augmentation for 2D and 3D image classification and segmentation

blenderphong

classification3dmodel

3D model classification

cnn-3d-images-tensorflow

3D image classification using CNN (Convolutional Neural Network)

diy-deep-learning-workstation

Build a deep learning workstation from scratch (HW & SW).

feedback-networks

The repo of Feedback Networks, Zamir et al.

foram-classifier

Automated planktonic foraminifera classifier

fpnn

Field Probing Neural Networks for 3D Data

generative-and-discriminative-voxel-modeling

Voxel-Based Variational Autoencoders, VAE GUI, and Convnets for Classification

gvcnn-tf

Group-View Convolutional Neural Networks for 3D Shape Recognition

hello-world

just another repository

humanprotein

Tensorflow Implementation of a 4-Channel Multi-Class Image Classification Model Using Tensorflow Estimators.

imageprocessing

Image processing using tensorflow

multi-view

multislice

Multi-slice CNN designed to classify heterogeneous medical images, in particular with large and variable slice thicknesses. The network can take any number of slices as input, thanks to a flexible architecture. Similar 2D and 3D CNNs are provided for comparison.

mvcnn-multi-view-convolutional-neural-networks

Multi-View Convolutional Neural Networks for 3D Shape Recognition

neural_renderer

"Neural 3D Mesh Renderer" (CVPR 2018) by H. Kato, Y. Ushiku, and T. Harada.

o-cnn

O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis

octnet

OctNet: Learning Deep 3D Representations at High Resolutions

orion

ORION: Orientation-boosted Voxel Nets for 3D Object Recognition

pointnet

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

prgan

Code for Unsupervised 3D Shape Induction from 2D Views of Multiple Objects (3DV 2017)