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mmmggg's Projects

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

fcn.berkeleyvision.org icon fcn.berkeleyvision.org

Fully Convolutional Networks for Semantic Segmentation by Jonathan Long*, Evan Shelhamer*, and Trevor Darrell. CVPR 2015 and PAMI 2016.

finch icon finch

Lots of my Machine Learning Implementations based on TensorFlow / PyTorch (Keep Updating)

flownet2 icon flownet2

FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks

gat icon gat

Graph Attention Networks (https://arxiv.org/abs/1710.10903)

gpflow icon gpflow

Gaussian processes in TensorFlow

hyperlearn icon hyperlearn

50% faster, 50% less RAM Machine Learning. Numba rewritten Sklearn. SVD, NNMF, PCA, LinearReg, RidgeReg, Randomized, Truncated SVD/PCA, CSR Matrices all 50+% faster

kittiseg icon kittiseg

A Kitti Road Segmentation model implemented in tensorflow.

mdp_tracking icon mdp_tracking

Learning to Track: Online Multi-Object Tracking by Decision Making

megaman icon megaman

megaman: Manifold Learning for Millions of Points

motbeyondpixels icon motbeyondpixels

Monocular multi-object tracking using simple and complementary 3D and 2D cues (ICRA 2018)

motdt icon motdt

Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-identification

next-prediction icon next-prediction

Code and model for "Peeking into the Future: Predicting Future Person Activities and Locations in Videos", Liang et al, CVPR 2019

nn-svg icon nn-svg

Publication-ready NN-architecture schematics.

opentracker icon opentracker

Real-time C++ ECO tracker etc. speed-up by SSE/NEON, support Linux, Mac, Jestson TX1/2, raspberry pi

pmtk3 icon pmtk3

Probabilistic Modeling Toolkit for Matlab/Octave.

pointnet.pytorch icon pointnet.pytorch

pytorch implementation for "PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation" https://arxiv.org/abs/1612.00593

prml icon prml

PRML algorithms implemented in Python

prmlt icon prmlt

Matlab code for algorithms in PRML book

pymanopt icon pymanopt

Python toolbox for optimization on manifolds with support for automatic differentiation

pytorch-siamfc icon pytorch-siamfc

Pytorch implementation of "Fully-Convolutional Siamese Networks for Object Tracking"

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