Haw-Shiuan Chang

Code for Multi-facet Embeddings:

      Interactive Language Generation (PyTorch and python)

      Multi-facet Relation Extraction (PyTorch and python)

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Code for Unsupervised Hypernym Detection:

      Distributional Inclusion Vector Embedding (tensorflow and python)

 

Code for Educational Data Mining:

       Demo code to visualize predicted exercise relationships (GAE for python)

 

Code for Unsupervised Segmentation:

Hierarchical Image Segmentation without Training (Matlab)

Mutiple Foreground Cosegmentation Decomposition (Matlab)

Efficient Hierarchical Graph-based Video Segmentation (C/C++ for Windows)

~10 times faster than the original from LIBSVX

 

Code for Clustering:

Efficient Kmeans Using Multiple Threads (C/C++ with Matlab wrapper)

~3 times faster than Matlab statistical toolbox

Efficient GMM Using Multiple Threads (C/C++ with Matlab wrapper)

~6 times faster than Matlab statistical toolbox

 

Code for Optical Flow:

Superpixel-Based Large Displacement Optical Flow (Matlab)