hobbyjobs/3d-deep-learning

3D Deep Learning works

3d-deep-learning

3D Deep Learning works

Tasks

3D Classification

Datasets

• 3DShapeNet

Networks

• 3D-DenseNet
• [Voxnet]
• [3Dnin, network in network]

3D Segmentation

Datasets

• HVSMR
• BRATS Data

Networks

• HeartSeg, 3D-FC-Densenet
• 3DUnet

3D Object Detection

Datasets

Data types: RGBD, Flow, Laser

• KITTI

Networks

• MV3D, Multi-View 3D Object Detection Network for Autonomous Driving code

CVPR2016 Tutorial: 3D Deep Learning with Marvin

• CVPR2016 Tutorial: 3D Deep Learning with Marvin
• 3D Shape Retrieval
• C3D, website
• Video Caffe(C3D)
• DeepMedic, Brain Lesion Segmentation
• 3D Keypoint Detection and Feature Description

Codes and libs for 3D

• util3d
• spectral-lib
• 3D-Caffe

Papers

• Learning 3D Object Orientations From Synthetic Images
• Read LSTM: A Search Space Odyssey and implement LSTM.
• Use Tree LSTM in place of LSTM. Paper Code Slides
• Learning 3D Object Orientations From Synthetic Images  - 3D Shape Segmentation with Projective Convolutional Networks. CVPR2017. Project Poster Presentation

DL on Medical Image

• Antibody-supervised deep learning for quantification of tumor-infiltrating immune cells in hematoxylin and eosin stained breast cancer samples

• more usefull tools should be added in.

  • Read and process process data as needed by the network.
  • Read Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation and implement a GRU.